{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#地理编码\n",
    "import pandas as pd\n",
    "import requests\n",
    "key_h =\"42d131c5d6f739febfdcc5328d43983e\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '1', 'geocodes': [{'formatted_address': '广东省广州市从化区中山大学南方学院', 'country': '中国', 'province': '广东省', 'citycode': '020', 'city': '广州市', 'district': '从化区', 'township': [], 'neighborhood': {'name': [], 'type': []}, 'building': {'name': [], 'type': []}, 'adcode': '440117', 'street': [], 'number': [], 'location': '113.679287,23.632575', 'level': '兴趣点'}]}\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>formatted_address</th>\n",
       "      <th>country</th>\n",
       "      <th>province</th>\n",
       "      <th>citycode</th>\n",
       "      <th>city</th>\n",
       "      <th>district</th>\n",
       "      <th>township</th>\n",
       "      <th>adcode</th>\n",
       "      <th>street</th>\n",
       "      <th>number</th>\n",
       "      <th>location</th>\n",
       "      <th>level</th>\n",
       "      <th>neighborhood.name</th>\n",
       "      <th>neighborhood.type</th>\n",
       "      <th>building.name</th>\n",
       "      <th>building.type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>广东省广州市从化区中山大学南方学院</td>\n",
       "      <td>中国</td>\n",
       "      <td>广东省</td>\n",
       "      <td>020</td>\n",
       "      <td>广州市</td>\n",
       "      <td>从化区</td>\n",
       "      <td>[]</td>\n",
       "      <td>440117</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>113.679287,23.632575</td>\n",
       "      <td>兴趣点</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   formatted_address country province citycode city district township  adcode  \\\n",
       "0  广东省广州市从化区中山大学南方学院      中国      广东省      020  广州市      从化区       []  440117   \n",
       "\n",
       "  street number              location level neighborhood.name  \\\n",
       "0     []     []  113.679287,23.632575   兴趣点                []   \n",
       "\n",
       "  neighborhood.type building.name building.type  \n",
       "0                []            []            []  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "南方学院地理编码: 113.679287,23.632575\n"
     ]
    }
   ],
   "source": [
    "# A-1 地理编码\n",
    "\"\"\"def定义函数名geocode，定义参数\"\"\"\n",
    "def geocode(address,city=None,batch=None,sig=None)->dict:\n",
    "    \"\"\"获取地理编码\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/geocode/geo?parameters'\n",
    "    params={\n",
    "        'key': key_h,\n",
    "        'address':address,\n",
    "        'city':city,\n",
    "        'batch':batch,\n",
    "        'sig':sig, \n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "南方学院 = geocode(address='广东省广州市从化区中山大学南方学院')\n",
    "print(南方学院)\n",
    "df_南方学院地理编码 = pd.json_normalize(南方学院['geocodes'])\n",
    "display(df_南方学院地理编码)\n",
    "南方学院地理编码 = 南方学院['geocodes'][0]['location']\n",
    "print(\"南方学院地理编码:\",南方学院地理编码)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'regeocode': {'addressComponent': {'city': '广州市', 'province': '广东省', 'adcode': '440117', 'district': '从化区', 'towncode': '440117103000', 'streetNumber': {'number': '7号', 'location': '113.678600,23.633329', 'direction': '西北', 'distance': '109.203', 'street': '博学路'}, 'country': '中国', 'township': '温泉镇', 'businessAreas': [[]], 'building': {'name': [], 'type': []}, 'neighborhood': {'name': [], 'type': []}, 'citycode': '020'}, 'formatted_address': '广东省广州市从化区温泉镇中山大学南方学院'}, 'info': 'OK', 'infocode': '10000'}\n"
     ]
    },
    {
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       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>status</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>info</th>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>infocode</th>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.city</th>\n",
       "      <td>广州市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.province</th>\n",
       "      <td>广东省</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.adcode</th>\n",
       "      <td>440117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.district</th>\n",
       "      <td>从化区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.towncode</th>\n",
       "      <td>440117103000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.number</th>\n",
       "      <td>7号</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.location</th>\n",
       "      <td>113.678600,23.633329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.direction</th>\n",
       "      <td>西北</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.distance</th>\n",
       "      <td>109.203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.streetNumber.street</th>\n",
       "      <td>博学路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.country</th>\n",
       "      <td>中国</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.township</th>\n",
       "      <td>温泉镇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.businessAreas</th>\n",
       "      <td>[[]]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.building.name</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.building.type</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.neighborhood.name</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.neighborhood.type</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.addressComponent.citycode</th>\n",
       "      <td>020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>regeocode.formatted_address</th>\n",
       "      <td>广东省广州市从化区温泉镇中山大学南方学院</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      0\n",
       "status                                                                1\n",
       "info                                                                 OK\n",
       "infocode                                                          10000\n",
       "regeocode.addressComponent.city                                     广州市\n",
       "regeocode.addressComponent.province                                 广东省\n",
       "regeocode.addressComponent.adcode                                440117\n",
       "regeocode.addressComponent.district                                 从化区\n",
       "regeocode.addressComponent.towncode                        440117103000\n",
       "regeocode.addressComponent.streetNumber.number                       7号\n",
       "regeocode.addressComponent.streetNumber.location   113.678600,23.633329\n",
       "regeocode.addressComponent.streetNumber.direction                    西北\n",
       "regeocode.addressComponent.streetNumber.distance                109.203\n",
       "regeocode.addressComponent.streetNumber.street                      博学路\n",
       "regeocode.addressComponent.country                                   中国\n",
       "regeocode.addressComponent.township                                 温泉镇\n",
       "regeocode.addressComponent.businessAreas                           [[]]\n",
       "regeocode.addressComponent.building.name                             []\n",
       "regeocode.addressComponent.building.type                             []\n",
       "regeocode.addressComponent.neighborhood.name                         []\n",
       "regeocode.addressComponent.neighborhood.type                         []\n",
       "regeocode.addressComponent.citycode                                 020\n",
       "regeocode.formatted_address                        广东省广州市从化区温泉镇中山大学南方学院"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#逆地理编码\n",
    "# A-2 基础逆地理编码分析\n",
    "def regeocode(location,poitype=None,radius=None,extensions=\"base\",batch=False,roadlevel=None,sig=None,homeorcorp=None)->dict:\n",
    "    \"\"\"获取逆地理编码\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/geocode/regeo?parameters'\n",
    "    params={\n",
    "        'key': key_h,\n",
    "        'location':location,\n",
    "        'poitype':poitype,\n",
    "        'radius':radius,\n",
    "        'extensions':extensions,\n",
    "        'batch':batch,\n",
    "        'roadlevel':roadlevel,\n",
    "        'homeorcorp':homeorcorp,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "南方学院逆地理编码 = regeocode(南方学院地理编码)\n",
    "print(南方学院逆地理编码)\n",
    "df_南方学院逆地理编码 = pd.json_normalize(南方学院逆地理编码).T\n",
    "display(df_南方学院逆地理编码)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'regeocode': {'roads': [{'id': '020F49F0050461203', 'location': '113.68,23.634', 'direction': '南', 'name': '博学路', 'distance': '156.951'}], 'roadinters': [], 'formatted_address': '广东省广州市从化区温泉镇中山大学南方学院', 'addressComponent': {'city': '广州市', 'province': '广东省', 'adcode': '440117', 'district': '从化区', 'towncode': '440117103000', 'streetNumber': {'number': '7号', 'location': '113.678600,23.633329', 'direction': '西北', 'distance': '109.203', 'street': '博学路'}, 'country': '中国', 'township': '温泉镇', 'businessAreas': [[]], 'building': {'name': [], 'type': []}, 'neighborhood': {'name': [], 'type': []}, 'citycode': '020'}, 'aois': [{'area': '536585.849985', 'type': '141201', 'id': 'B00140MR9A', 'location': '113.679262,23.632583', 'adcode': '440117', 'name': '中山大学南方学院', 'distance': '0'}], 'pois': [{'id': 'B00140MR9A', 'direction': '西', 'businessarea': [], 'address': '温泉大道882号', 'poiweight': '0.450402', 'name': '中山大学南方学院', 'location': '113.679262,23.632583', 'distance': '2.69979', 'tel': '020-61787331', 'type': '科教文化服务;学校;高等院校'}, {'id': 'B0FFF2VMJ4', 'direction': '东南', 'businessarea': [], 'address': '温泉大道886号中山大学南方学院内', 'poiweight': '0.148531', 'name': '中山大学南方学院-综合楼', 'location': '113.680117,23.631544', 'distance': '142.466', 'tel': [], 'type': '科教文化服务;学校;学校'}, {'id': 'B0FFFTC9PH', 'direction': '东北', 'businessarea': [], 'address': '从莞深高速(中山大学南方学院)', 'poiweight': '0.193172', 'name': '中山大学南方学院教学楼10号', 'location': '113.680125,23.633492', 'distance': '132.988', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00141TQKX', 'direction': '西北', 'businessarea': [], 'address': '温泉大道882', 'poiweight': '0.148531', 'name': '中山大学南方学院教学楼6号', 'location': '113.678424,23.633710', 'distance': '153.818', 'tel': [], 'type': '科教文化服务;学校;学校'}, {'id': 'B00141TQGR', 'direction': '西北', 'businessarea': [], 'address': '博学路7', 'poiweight': '0.148531', 'name': '中山大学南方学院教学楼7号', 'location': '113.678600,23.633330', 'distance': '109.298', 'tel': [], 'type': '科教文化服务;学校;高等院校'}, {'id': 'B00141WQCO', 'direction': '东北', 'businessarea': [], 'address': '博学路', 'poiweight': '0.14954', 'name': '中山大学南方学院教学楼8号', 'location': '113.680399,23.634329', 'distance': '225.543', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFG9IORM', 'direction': '西北', 'businessarea': [], 'address': '温泉大道882号中山大学南方学院内', 'poiweight': '0.287887', 'name': '中山大学南方学院-图书馆', 'location': '113.679177,23.632762', 'distance': '23.6163', 'tel': '020-61787368;020-61787371', 'type': '科教文化服务;图书馆;图书馆'}, {'id': 'B0FFKP9EQJ', 'direction': '东', 'businessarea': [], 'address': '博学路附近', 'poiweight': '0.191742', 'name': '中山大学南方学院4号实验楼', 'location': '113.679963,23.632652', 'distance': '69.4077', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFJKIA10', 'direction': '东北', 'businessarea': [], 'address': '温泉大道882号中山大学南方学院', 'poiweight': '0.191691', 'name': '中山大学南方学院-第11教学楼', 'location': '113.680037,23.633173', 'distance': '101.294', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00141TRVH', 'direction': '西南', 'businessarea': [], 'address': '博学路21', 'poiweight': '0.148531', 'name': '中山大学南方学院教学楼2号', 'location': '113.677060,23.631346', 'distance': '264.846', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFKERBQZ', 'direction': '西北', 'businessarea': [], 'address': '博学路7号附近', 'poiweight': '0.289141', 'name': '中山大学南方学院惟贤门', 'location': '113.678437,23.633721', 'distance': '154.082', 'tel': [], 'type': '科教文化服务;学校;高等院校'}, {'id': 'B0FFKP81F4', 'direction': '东北', 'businessarea': [], 'address': '中山路', 'poiweight': '0.191742', 'name': '政商研究院教学楼9号', 'location': '113.679949,23.633919', 'distance': '163.951', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFKP9ET5', 'direction': '西南', 'businessarea': [], 'address': '博学路附近', 'poiweight': '0.191742', 'name': '中山大学南方学院1号实验楼', 'location': '113.678215,23.631370', 'distance': '172.86', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00141TR76', 'direction': '西南', 'businessarea': [], 'address': '博学路29', 'poiweight': '0.052819', 'name': '中山大学南方学院教学楼4号', 'location': '113.677460,23.630490', 'distance': '297.315', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFKP7Q5N', 'direction': '西南', 'businessarea': [], 'address': '博学路', 'poiweight': '0.191742', 'name': '中山大学南方学院2号实验楼', 'location': '113.678211,23.630956', 'distance': '210.76', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B00140TWHT', 'direction': '南', 'businessarea': [], 'address': '笃行路2号', 'poiweight': '0.157653', 'name': '教工住宅1号', 'location': '113.678490,23.630432', 'distance': '251.758', 'tel': [], 'type': '商务住宅;住宅区;住宅小区'}, {'id': 'B0G3ARGF5Y', 'direction': '西', 'businessarea': [], 'address': [], 'poiweight': '0.286321', 'name': '中山大学南方学院教学楼1号', 'location': '113.677077,23.631783', 'distance': '241.753', 'tel': [], 'type': '科教文化服务;学校;高等院校'}, {'id': 'B0FFLBEOND', 'direction': '东南', 'businessarea': [], 'address': '从莞深高速(中山大学南方学院)', 'poiweight': '0.190963', 'name': '聚贤楼10号', 'location': '113.681253,23.631036', 'distance': '263.444', 'tel': [], 'type': '商务住宅;住宅区;宿舍'}, {'id': 'B0FFKP81F0', 'direction': '西', 'businessarea': [], 'address': '博学路19号附近', 'poiweight': '0.191742', 'name': '教学楼1号(文学与传媒学院)', 'location': '113.676866,23.631736', 'distance': '263.674', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}, {'id': 'B0FFKP838K', 'direction': '西南', 'businessarea': [], 'address': '博学路25', 'poiweight': '0.191742', 'name': '教学楼3号(外国语学院)', 'location': '113.677247,23.630947', 'distance': '275.62', 'tel': [], 'type': '科教文化服务;科教文化场所;科教文化场所'}]}, 'info': 'OK', 'infocode': '10000'}\n"
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>info</th>\n",
       "      <th>infocode</th>\n",
       "      <th>regeocode.roads</th>\n",
       "      <th>regeocode.roadinters</th>\n",
       "      <th>regeocode.formatted_address</th>\n",
       "      <th>regeocode.addressComponent.city</th>\n",
       "      <th>regeocode.addressComponent.province</th>\n",
       "      <th>regeocode.addressComponent.adcode</th>\n",
       "      <th>regeocode.addressComponent.district</th>\n",
       "      <th>...</th>\n",
       "      <th>regeocode.addressComponent.country</th>\n",
       "      <th>regeocode.addressComponent.township</th>\n",
       "      <th>regeocode.addressComponent.businessAreas</th>\n",
       "      <th>regeocode.addressComponent.building.name</th>\n",
       "      <th>regeocode.addressComponent.building.type</th>\n",
       "      <th>regeocode.addressComponent.neighborhood.name</th>\n",
       "      <th>regeocode.addressComponent.neighborhood.type</th>\n",
       "      <th>regeocode.addressComponent.citycode</th>\n",
       "      <th>regeocode.aois</th>\n",
       "      <th>regeocode.pois</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "      <td>10000</td>\n",
       "      <td>[{'id': '020F49F0050461203', 'location': '113....</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省广州市从化区温泉镇中山大学南方学院</td>\n",
       "      <td>广州市</td>\n",
       "      <td>广东省</td>\n",
       "      <td>440117</td>\n",
       "      <td>从化区</td>\n",
       "      <td>...</td>\n",
       "      <td>中国</td>\n",
       "      <td>温泉镇</td>\n",
       "      <td>[[]]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>020</td>\n",
       "      <td>[{'area': '536585.849985', 'type': '141201', '...</td>\n",
       "      <td>[{'id': 'B00140MR9A', 'direction': '西', 'busin...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  status info infocode                                    regeocode.roads  \\\n",
       "0      1   OK    10000  [{'id': '020F49F0050461203', 'location': '113....   \n",
       "\n",
       "  regeocode.roadinters regeocode.formatted_address  \\\n",
       "0                   []        广东省广州市从化区温泉镇中山大学南方学院   \n",
       "\n",
       "  regeocode.addressComponent.city regeocode.addressComponent.province  \\\n",
       "0                             广州市                                 广东省   \n",
       "\n",
       "  regeocode.addressComponent.adcode regeocode.addressComponent.district  ...  \\\n",
       "0                            440117                                 从化区  ...   \n",
       "\n",
       "  regeocode.addressComponent.country regeocode.addressComponent.township  \\\n",
       "0                                 中国                                 温泉镇   \n",
       "\n",
       "  regeocode.addressComponent.businessAreas  \\\n",
       "0                                     [[]]   \n",
       "\n",
       "  regeocode.addressComponent.building.name  \\\n",
       "0                                       []   \n",
       "\n",
       "  regeocode.addressComponent.building.type  \\\n",
       "0                                       []   \n",
       "\n",
       "  regeocode.addressComponent.neighborhood.name  \\\n",
       "0                                           []   \n",
       "\n",
       "  regeocode.addressComponent.neighborhood.type  \\\n",
       "0                                           []   \n",
       "\n",
       "  regeocode.addressComponent.citycode  \\\n",
       "0                                 020   \n",
       "\n",
       "                                      regeocode.aois  \\\n",
       "0  [{'area': '536585.849985', 'type': '141201', '...   \n",
       "\n",
       "                                      regeocode.pois  \n",
       "0  [{'id': 'B00140MR9A', 'direction': '西', 'busin...  \n",
       "\n",
       "[1 rows x 26 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A-2 Extra 全部逆地理编码分析\n",
    "南方学院逆地理编码_all = regeocode(南方学院地理编码,extensions='all',radius=300)\n",
    "print(南方学院逆地理编码_all)\n",
    "df_南方学院逆地理编码_all = pd.json_normalize(南方学院逆地理编码_all)\n",
    "display(df_南方学院逆地理编码_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       "                  id       location direction name distance\n",
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       "      <td>113.679262,23.632583</td>\n",
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       "            area    type          id              location  adcode      name  \\\n",
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       "      <td>B00140MR9A</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号</td>\n",
       "      <td>0.450402</td>\n",
       "      <td>中山大学南方学院</td>\n",
       "      <td>113.679262,23.632583</td>\n",
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       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B0FFF2VMJ4</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道886号中山大学南方学院内</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院-综合楼</td>\n",
       "      <td>113.680117,23.631544</td>\n",
       "      <td>142.466</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0FFFTC9PH</td>\n",
       "      <td>东北</td>\n",
       "      <td>[]</td>\n",
       "      <td>从莞深高速(中山大学南方学院)</td>\n",
       "      <td>0.193172</td>\n",
       "      <td>中山大学南方学院教学楼10号</td>\n",
       "      <td>113.680125,23.633492</td>\n",
       "      <td>132.988</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B00141TQKX</td>\n",
       "      <td>西北</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院教学楼6号</td>\n",
       "      <td>113.678424,23.633710</td>\n",
       "      <td>153.818</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B00141TQGR</td>\n",
       "      <td>西北</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路7</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院教学楼7号</td>\n",
       "      <td>113.678600,23.633330</td>\n",
       "      <td>109.298</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B00141WQCO</td>\n",
       "      <td>东北</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.14954</td>\n",
       "      <td>中山大学南方学院教学楼8号</td>\n",
       "      <td>113.680399,23.634329</td>\n",
       "      <td>225.543</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B0FFG9IORM</td>\n",
       "      <td>西北</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号中山大学南方学院内</td>\n",
       "      <td>0.287887</td>\n",
       "      <td>中山大学南方学院-图书馆</td>\n",
       "      <td>113.679177,23.632762</td>\n",
       "      <td>23.6163</td>\n",
       "      <td>020-61787368;020-61787371</td>\n",
       "      <td>科教文化服务;图书馆;图书馆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B0FFKP9EQJ</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>中山大学南方学院4号实验楼</td>\n",
       "      <td>113.679963,23.632652</td>\n",
       "      <td>69.4077</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B0FFJKIA10</td>\n",
       "      <td>东北</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号中山大学南方学院</td>\n",
       "      <td>0.191691</td>\n",
       "      <td>中山大学南方学院-第11教学楼</td>\n",
       "      <td>113.680037,23.633173</td>\n",
       "      <td>101.294</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B00141TRVH</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路21</td>\n",
       "      <td>0.148531</td>\n",
       "      <td>中山大学南方学院教学楼2号</td>\n",
       "      <td>113.677060,23.631346</td>\n",
       "      <td>264.846</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>B0FFKERBQZ</td>\n",
       "      <td>西北</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路7号附近</td>\n",
       "      <td>0.289141</td>\n",
       "      <td>中山大学南方学院惟贤门</td>\n",
       "      <td>113.678437,23.633721</td>\n",
       "      <td>154.082</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B0FFKP81F4</td>\n",
       "      <td>东北</td>\n",
       "      <td>[]</td>\n",
       "      <td>中山路</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>政商研究院教学楼9号</td>\n",
       "      <td>113.679949,23.633919</td>\n",
       "      <td>163.951</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B0FFKP9ET5</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>中山大学南方学院1号实验楼</td>\n",
       "      <td>113.678215,23.631370</td>\n",
       "      <td>172.86</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>B00141TR76</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路29</td>\n",
       "      <td>0.052819</td>\n",
       "      <td>中山大学南方学院教学楼4号</td>\n",
       "      <td>113.677460,23.630490</td>\n",
       "      <td>297.315</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B0FFKP7Q5N</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>中山大学南方学院2号实验楼</td>\n",
       "      <td>113.678211,23.630956</td>\n",
       "      <td>210.76</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>B00140TWHT</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>笃行路2号</td>\n",
       "      <td>0.157653</td>\n",
       "      <td>教工住宅1号</td>\n",
       "      <td>113.678490,23.630432</td>\n",
       "      <td>251.758</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;住宅小区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B0G3ARGF5Y</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.286321</td>\n",
       "      <td>中山大学南方学院教学楼1号</td>\n",
       "      <td>113.677077,23.631783</td>\n",
       "      <td>241.753</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B0FFLBEOND</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>从莞深高速(中山大学南方学院)</td>\n",
       "      <td>0.190963</td>\n",
       "      <td>聚贤楼10号</td>\n",
       "      <td>113.681253,23.631036</td>\n",
       "      <td>263.444</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;宿舍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B0FFKP81F0</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路19号附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>教学楼1号(文学与传媒学院)</td>\n",
       "      <td>113.676866,23.631736</td>\n",
       "      <td>263.674</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B0FFKP838K</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路25</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>教学楼3号(外国语学院)</td>\n",
       "      <td>113.677247,23.630947</td>\n",
       "      <td>275.62</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id direction businessarea            address poiweight  \\\n",
       "0   B00140MR9A         西           []           温泉大道882号  0.450402   \n",
       "1   B0FFF2VMJ4        东南           []  温泉大道886号中山大学南方学院内  0.148531   \n",
       "2   B0FFFTC9PH        东北           []    从莞深高速(中山大学南方学院)  0.193172   \n",
       "3   B00141TQKX        西北           []            温泉大道882  0.148531   \n",
       "4   B00141TQGR        西北           []               博学路7  0.148531   \n",
       "5   B00141WQCO        东北           []                博学路   0.14954   \n",
       "6   B0FFG9IORM        西北           []  温泉大道882号中山大学南方学院内  0.287887   \n",
       "7   B0FFKP9EQJ         东           []              博学路附近  0.191742   \n",
       "8   B0FFJKIA10        东北           []   温泉大道882号中山大学南方学院  0.191691   \n",
       "9   B00141TRVH        西南           []              博学路21  0.148531   \n",
       "10  B0FFKERBQZ        西北           []            博学路7号附近  0.289141   \n",
       "11  B0FFKP81F4        东北           []                中山路  0.191742   \n",
       "12  B0FFKP9ET5        西南           []              博学路附近  0.191742   \n",
       "13  B00141TR76        西南           []              博学路29  0.052819   \n",
       "14  B0FFKP7Q5N        西南           []                博学路  0.191742   \n",
       "15  B00140TWHT         南           []              笃行路2号  0.157653   \n",
       "16  B0G3ARGF5Y         西           []                 []  0.286321   \n",
       "17  B0FFLBEOND        东南           []    从莞深高速(中山大学南方学院)  0.190963   \n",
       "18  B0FFKP81F0         西           []           博学路19号附近  0.191742   \n",
       "19  B0FFKP838K        西南           []              博学路25  0.191742   \n",
       "\n",
       "               name              location distance                        tel  \\\n",
       "0          中山大学南方学院  113.679262,23.632583  2.69979               020-61787331   \n",
       "1      中山大学南方学院-综合楼  113.680117,23.631544  142.466                         []   \n",
       "2    中山大学南方学院教学楼10号  113.680125,23.633492  132.988                         []   \n",
       "3     中山大学南方学院教学楼6号  113.678424,23.633710  153.818                         []   \n",
       "4     中山大学南方学院教学楼7号  113.678600,23.633330  109.298                         []   \n",
       "5     中山大学南方学院教学楼8号  113.680399,23.634329  225.543                         []   \n",
       "6      中山大学南方学院-图书馆  113.679177,23.632762  23.6163  020-61787368;020-61787371   \n",
       "7     中山大学南方学院4号实验楼  113.679963,23.632652  69.4077                         []   \n",
       "8   中山大学南方学院-第11教学楼  113.680037,23.633173  101.294                         []   \n",
       "9     中山大学南方学院教学楼2号  113.677060,23.631346  264.846                         []   \n",
       "10      中山大学南方学院惟贤门  113.678437,23.633721  154.082                         []   \n",
       "11       政商研究院教学楼9号  113.679949,23.633919  163.951                         []   \n",
       "12    中山大学南方学院1号实验楼  113.678215,23.631370   172.86                         []   \n",
       "13    中山大学南方学院教学楼4号  113.677460,23.630490  297.315                         []   \n",
       "14    中山大学南方学院2号实验楼  113.678211,23.630956   210.76                         []   \n",
       "15           教工住宅1号  113.678490,23.630432  251.758                         []   \n",
       "16    中山大学南方学院教学楼1号  113.677077,23.631783  241.753                         []   \n",
       "17           聚贤楼10号  113.681253,23.631036  263.444                         []   \n",
       "18   教学楼1号(文学与传媒学院)  113.676866,23.631736  263.674                         []   \n",
       "19     教学楼3号(外国语学院)  113.677247,23.630947   275.62                         []   \n",
       "\n",
       "                    type  \n",
       "0         科教文化服务;学校;高等院校  \n",
       "1           科教文化服务;学校;学校  \n",
       "2   科教文化服务;科教文化场所;科教文化场所  \n",
       "3           科教文化服务;学校;学校  \n",
       "4         科教文化服务;学校;高等院校  \n",
       "5   科教文化服务;科教文化场所;科教文化场所  \n",
       "6         科教文化服务;图书馆;图书馆  \n",
       "7   科教文化服务;科教文化场所;科教文化场所  \n",
       "8   科教文化服务;科教文化场所;科教文化场所  \n",
       "9   科教文化服务;科教文化场所;科教文化场所  \n",
       "10        科教文化服务;学校;高等院校  \n",
       "11  科教文化服务;科教文化场所;科教文化场所  \n",
       "12  科教文化服务;科教文化场所;科教文化场所  \n",
       "13  科教文化服务;科教文化场所;科教文化场所  \n",
       "14  科教文化服务;科教文化场所;科教文化场所  \n",
       "15         商务住宅;住宅区;住宅小区  \n",
       "16        科教文化服务;学校;高等院校  \n",
       "17           商务住宅;住宅区;宿舍  \n",
       "18  科教文化服务;科教文化场所;科教文化场所  \n",
       "19  科教文化服务;科教文化场所;科教文化场所  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A-3 分析细节\n",
    "roads = pd.json_normalize(南方学院逆地理编码_all['regeocode']['roads'])\n",
    "roadinters = pd.json_normalize(南方学院逆地理编码_all['regeocode']['roadinters'])\n",
    "aois = pd.json_normalize(南方学院逆地理编码_all['regeocode']['aois'])\n",
    "pois = pd.json_normalize(南方学院逆地理编码_all['regeocode']['pois'])\n",
    "display(roads,roadinters,aois,pois)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#路径规划\n",
    "# B-1 准备base url、params、response.json（） \n",
    "def walking(origin,destination,sig=None)->dict:\n",
    "    \"\"\"准备base url、params、response.json（）\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/direction/walking?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)南方学院_location: 113.679287,23.632575 (终点)从东风_location: 113.586605,23.548852\n"
     ]
    }
   ],
   "source": [
    "# B-2 准备walking 参数\n",
    "东风 = geocode('广东省广州市从化区东风地铁站')\n",
    "东风_location = 东风['geocodes'][0]['location']\n",
    "南方学院_location = 南方学院['geocodes'][0]['location']\n",
    "print(\"(起点)南方学院_location:\",南方学院_location,\"(终点)从东风_location:\",东风_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'ok', 'infocode': '10000', 'count': '1', 'route': {'origin': '113.679287,23.632575', 'destination': '113.586605,23.548852', 'paths': [{'distance': '16749', 'duration': '13399', 'steps': [{'instruction': '向东步行101米右转', 'orientation': '东', 'road': [], 'distance': '101', 'duration': '81', 'polyline': '113.679592,23.632491;113.680586,23.632522', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行199米向右前方行走', 'orientation': '南', 'road': [], 'distance': '199', 'duration': '159', 'polyline': '113.680586,23.632522;113.680638,23.63214;113.680668,23.63174;113.680634,23.631541;113.68059,23.631437;113.68059,23.631437;113.680499,23.631241;113.680408,23.631094;113.680208,23.630842', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西步行159米左转', 'orientation': '西', 'road': [], 'distance': '159', 'duration': '127', 'polyline': '113.680204,23.630838;113.680035,23.630773;113.680035,23.630773;113.679644,23.630638;113.679644,23.630638;113.679362,23.630521;113.679201,23.630473;113.679201,23.630473;113.679032,23.63043;113.679032,23.63043;113.67888,23.630404;113.67888,23.630404;113.678711,23.630365', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行237米左转', 'orientation': '南', 'road': [], 'distance': '237', 'duration': '190', 'polyline': '113.678711,23.63036;113.678711,23.62934;113.678711,23.62934;113.678711,23.629193;113.678689,23.629084;113.678637,23.629023;113.678424,23.628902;113.678368,23.628841;113.678316,23.628724;113.678294,23.628611;113.678294,23.628611;113.678277,23.628372', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向南步行498米向右前方行走', 'orientation': '南', 'road': [], 'distance': '498', 'duration': '398', 'polyline': '113.678273,23.628368;113.678572,23.628338;113.678685,23.628307;113.678685,23.628307;113.678845,23.628234;113.679045,23.628073;113.679158,23.627964;113.679158,23.627964;113.679214,23.627869;113.679236,23.627778;113.67928,23.627526;113.679288,23.627322;113.679288,23.627322;113.679253,23.626853;113.679184,23.626623;113.679141,23.626497;113.679002,23.626259;113.678941,23.626176;113.678711,23.625977;113.67862,23.625864;113.678529,23.62572;113.678438,23.625191;113.678429,23.625056;113.678451,23.624939;113.678572,23.624657', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向西南步行722米左转', 'orientation': '西南', 'road': [], 'distance': '722', 'duration': '578', 'polyline': '113.678572,23.624653;113.678559,23.62451;113.678416,23.624323;113.678416,23.624323;113.677582,23.623793;113.676532,23.623346;113.676363,23.623255;113.676272,23.623151;113.676111,23.622834;113.676042,23.622739;113.67579,23.622483;113.675499,23.622279;113.675417,23.622174;113.675386,23.622088;113.675378,23.621836;113.675378,23.621836;113.675391,23.62161;113.675434,23.621476;113.675543,23.621359;113.675764,23.621181;113.675846,23.621089;113.675903,23.620994;113.675907,23.620855;113.675877,23.620725;113.675747,23.620547;113.675599,23.620373;113.675243,23.620013', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向东南步行412米向右前方行走', 'orientation': '东南', 'road': [], 'distance': '412', 'duration': '330', 'polyline': '113.675239,23.620009;113.67549,23.620013;113.675642,23.619991;113.675773,23.619948;113.676016,23.619796;113.676901,23.619193;113.677261,23.618785;113.678069,23.61783;113.678069,23.61783;113.678181,23.617656', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿乌土街向南步行1381米右转', 'orientation': '南', 'road': '乌土街', 'distance': '1381', 'duration': '1105', 'polyline': '113.678181,23.617652;113.678095,23.617205;113.678051,23.617075;113.677973,23.616923;113.677743,23.616558;113.677609,23.616289;113.677391,23.615816;113.677339,23.615668;113.67714,23.614826;113.677049,23.614323;113.676927,23.613359;113.676845,23.612786;113.676602,23.611489;113.676415,23.610438;113.676411,23.610265;113.676411,23.610265;113.676489,23.609848;113.676502,23.609622;113.676493,23.609236;113.676415,23.608746;113.676415,23.608485;113.67648,23.60819;113.67661,23.607734;113.676819,23.606736;113.676862,23.606541;113.676914,23.606415;113.677014,23.606254;113.677535,23.605673', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿乌土街向西南步行165米直行', 'orientation': '西南', 'road': '乌土街', 'distance': '165', 'duration': '132', 'polyline': '113.677535,23.605668;113.676988,23.605373;113.676402,23.605;113.676163,23.604887', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿934县道向西步行118米直行', 'orientation': '西', 'road': '934县道', 'distance': '118', 'duration': '94', 'polyline': '113.676159,23.604883;113.675799,23.604805;113.675508,23.604779;113.675508,23.604779;113.675013,23.60474', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园东路向西南步行674米向右前方行走', 'orientation': '西南', 'road': '桃园东路', 'distance': '674', 'duration': '539', 'polyline': '113.675009,23.604735;113.674236,23.604683;113.673893,23.604618;113.673464,23.604492;113.673464,23.604492;113.67168,23.604006;113.671541,23.603958;113.671411,23.603854;113.671068,23.603472;113.670807,23.603264;113.670807,23.603264;113.670525,23.603073;113.6702,23.602904;113.6702,23.602904;113.670022,23.602795;113.670022,23.602795;113.669909,23.602682;113.669818,23.602517;113.669787,23.602413;113.669718,23.601901', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园东路向西南步行247米直行', 'orientation': '西南', 'road': '桃园东路', 'distance': '247', 'duration': '198', 'polyline': '113.669714,23.601897;113.66964,23.601771;113.66964,23.601771;113.669488,23.601558;113.669488,23.601558;113.668789,23.600859;113.668663,23.600768;113.668663,23.600768;113.668442,23.600647;113.667947,23.600417', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿桃园西路向西南步行2775米向右前方行走', 'orientation': '西南', 'road': '桃园西路', 'distance': '2775', 'duration': '2220', 'polyline': '113.667943,23.600412;113.667331,23.600139;113.667331,23.600139;113.666224,23.599644;113.665955,23.599505;113.665955,23.599505;113.665781,23.599362;113.665781,23.599362;113.665521,23.599093;113.665521,23.599093;113.665286,23.598824;113.665286,23.598824;113.665256,23.598785;113.665256,23.598785;113.664796,23.598238;113.664796,23.598238;113.664401,23.597622;113.664401,23.597622;113.664071,23.59714;113.663746,23.59678;113.663746,23.59678;113.663477,23.59651;113.663477,23.59651;113.66224,23.595434;113.66224,23.595434;113.661563,23.594848;113.661563,23.594848;113.661311,23.594605;113.66115,23.594414;113.660907,23.594032;113.660907,23.594032;113.660829,23.593889;113.660729,23.593598;113.660547,23.593025;113.660464,23.592804;113.660464,23.592804;113.659931,23.591593;113.659831,23.591393;113.659631,23.59105;113.659631,23.59105;113.659115,23.59023;113.658824,23.589592;113.658824,23.589592;113.658754,23.589405;113.658754,23.589405;113.657817,23.58714;113.657747,23.586936;113.657695,23.586693;113.657548,23.585369;113.657548,23.585369;113.657483,23.585161;113.657326,23.584896;113.657326,23.584896;113.657114,23.58457;113.657062,23.584453;113.65691,23.583924;113.656884,23.583785;113.656879,23.583681;113.656888,23.583572;113.656979,23.58326;113.657066,23.58303;113.657157,23.582852;113.657378,23.582539;113.657431,23.582444;113.65747,23.582344;113.657483,23.582235;113.657483,23.582109;113.657435,23.580777;113.657405,23.580616;113.657405,23.580616;113.657296,23.580308;113.657244,23.580221;113.656723,23.579644;113.656723,23.579644;113.656597,23.579488;113.656411,23.579362', 'action': '向右前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿石海工业大道向西南步行1838米直行', 'orientation': '西南', 'road': '石海工业大道', 'distance': '1838', 'duration': '1470', 'polyline': 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'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿政通路向西南步行2161米直行', 'orientation': '西南', 'road': '政通路', 'distance': '2161', 'duration': '1729', 'polyline': 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'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿灌村路向西步行781米左转', 'orientation': '西', 'road': '灌村路', 'distance': '781', 'duration': '625', 'polyline': '113.624983,23.562361;113.624431,23.562183;113.62349,23.56191;113.623216,23.561771;113.623003,23.561593;113.622661,23.561185;113.622049,23.560525;113.621936,23.560421;113.621775,23.560317;113.621515,23.560226;113.620226,23.559926;113.619579,23.559761;113.619427,23.559744;113.619427,23.559744;113.619188,23.559731;113.619188,23.559731;113.618555,23.559796;113.618355,23.559839;113.618251,23.559887', 'action': '左转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿环市东路向西南步行1583米向右前方行走', 'orientation': '西南', 'road': '环市东路', 'distance': '1583', 'duration': '1266', 'polyline': 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'road': '河东北路', 'distance': '1383', 'duration': '1106', 'polyline': 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'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿河东北路向西南步行60米向左前方行走', 'orientation': '西南', 'road': '河东北路', 'distance': '60', 'duration': '48', 'polyline': '113.595959,23.546024;113.595803,23.545964;113.59572,23.545907;113.595642,23.545842;113.595547,23.545673', 'action': '向左前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿河东北路向南步行129米右转', 'orientation': '南', 'road': '河东北路', 'distance': '129', 'duration': '103', 'polyline': '113.595543,23.545668;113.595486,23.545386;113.595486,23.545386;113.595486,23.545308;113.595525,23.545135;113.595525,23.545135;113.595764,23.54454', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿355省道向西步行407米直行', 'orientation': '西', 'road': '355省道', 'distance': '407', 'duration': '326', 'polyline': '113.595764,23.544536;113.595681,23.544536;113.595681,23.544536;113.595547,23.544536;113.595547,23.544536;113.595269,23.544536;113.595269,23.544536;113.594957,23.544588;113.594631,23.544674;113.594631,23.544674;113.594575,23.544692;113.594575,23.544692;113.592144,23.545369;113.592144,23.545369;113.591892,23.545447', 'action': '直行', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿新城东路向西北步行527米向左前方行走', 'orientation': '西北', 'road': '新城东路', 'distance': '527', 'duration': '422', 'polyline': '113.591888,23.545447;113.591784,23.545516;113.591784,23.545516;113.590738,23.546155;113.590738,23.546155;113.590404,23.546367;113.590404,23.546367;113.590043,23.546584;113.590043,23.546584;113.589779,23.546745;113.589779,23.546745;113.589518,23.546905;113.589518,23.546905;113.587708,23.548021;113.587708,23.548021;113.587574,23.548116', 'action': '向左前方行走', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '沿新城东路向西步行112米右转', 'orientation': '西', 'road': '新城东路', 'distance': '112', 'duration': '90', 'polyline': '113.587569,23.548116;113.587474,23.548108;113.587474,23.548108;113.586467,23.548121', 'action': '右转', 'assistant_action': [], 'walk_type': '0'}, {'instruction': '向北步行80米到达目的地', 'orientation': '北', 'road': [], 'distance': '80', 'duration': '64', 'polyline': '113.586463,23.548121;113.586463,23.548286;113.586463,23.548286;113.586476,23.548624;113.586476,23.548624;113.586489,23.548854', 'action': [], 'assistant_action': '到达目的地', 'walk_type': '0'}]}]}}\n"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instruction</th>\n",
       "      <th>orientation</th>\n",
       "      <th>road</th>\n",
       "      <th>distance</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>向东步行101米右转</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>101</td>\n",
       "      <td>81</td>\n",
       "      <td>113.679592,23.632491;113.680586,23.632522</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>向南步行199米向右前方行走</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>199</td>\n",
       "      <td>159</td>\n",
       "      <td>113.680586,23.632522;113.680638,23.63214;113.6...</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>向西步行159米左转</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>159</td>\n",
       "      <td>127</td>\n",
       "      <td>113.680204,23.630838;113.680035,23.630773;113....</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>向南步行237米左转</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>237</td>\n",
       "      <td>190</td>\n",
       "      <td>113.678711,23.63036;113.678711,23.62934;113.67...</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>向南步行498米向右前方行走</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>498</td>\n",
       "      <td>398</td>\n",
       "      <td>113.678273,23.628368;113.678572,23.628338;113....</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>向西南步行722米左转</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>722</td>\n",
       "      <td>578</td>\n",
       "      <td>113.678572,23.624653;113.678559,23.62451;113.6...</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>向东南步行412米向右前方行走</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>412</td>\n",
       "      <td>330</td>\n",
       "      <td>113.675239,23.620009;113.67549,23.620013;113.6...</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>沿乌土街向南步行1381米右转</td>\n",
       "      <td>南</td>\n",
       "      <td>乌土街</td>\n",
       "      <td>1381</td>\n",
       "      <td>1105</td>\n",
       "      <td>113.678181,23.617652;113.678095,23.617205;113....</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>沿乌土街向西南步行165米直行</td>\n",
       "      <td>西南</td>\n",
       "      <td>乌土街</td>\n",
       "      <td>165</td>\n",
       "      <td>132</td>\n",
       "      <td>113.677535,23.605668;113.676988,23.605373;113....</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>沿934县道向西步行118米直行</td>\n",
       "      <td>西</td>\n",
       "      <td>934县道</td>\n",
       "      <td>118</td>\n",
       "      <td>94</td>\n",
       "      <td>113.676159,23.604883;113.675799,23.604805;113....</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>沿桃园东路向西南步行674米向右前方行走</td>\n",
       "      <td>西南</td>\n",
       "      <td>桃园东路</td>\n",
       "      <td>674</td>\n",
       "      <td>539</td>\n",
       "      <td>113.675009,23.604735;113.674236,23.604683;113....</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>沿桃园东路向西南步行247米直行</td>\n",
       "      <td>西南</td>\n",
       "      <td>桃园东路</td>\n",
       "      <td>247</td>\n",
       "      <td>198</td>\n",
       "      <td>113.669714,23.601897;113.66964,23.601771;113.6...</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>沿桃园西路向西南步行2775米向右前方行走</td>\n",
       "      <td>西南</td>\n",
       "      <td>桃园西路</td>\n",
       "      <td>2775</td>\n",
       "      <td>2220</td>\n",
       "      <td>113.667943,23.600412;113.667331,23.600139;113....</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>沿石海工业大道向西南步行1838米直行</td>\n",
       "      <td>西南</td>\n",
       "      <td>石海工业大道</td>\n",
       "      <td>1838</td>\n",
       "      <td>1470</td>\n",
       "      <td>113.656406,23.579358;113.656055,23.57931;113.6...</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>沿政通路向西南步行2161米直行</td>\n",
       "      <td>西南</td>\n",
       "      <td>政通路</td>\n",
       "      <td>2161</td>\n",
       "      <td>1729</td>\n",
       "      <td>113.641432,23.570816;113.641168,23.570525;113....</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>沿灌村路向西步行781米左转</td>\n",
       "      <td>西</td>\n",
       "      <td>灌村路</td>\n",
       "      <td>781</td>\n",
       "      <td>625</td>\n",
       "      <td>113.624983,23.562361;113.624431,23.562183;113....</td>\n",
       "      <td>左转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>沿环市东路向西南步行1583米向右前方行走</td>\n",
       "      <td>西南</td>\n",
       "      <td>环市东路</td>\n",
       "      <td>1583</td>\n",
       "      <td>1266</td>\n",
       "      <td>113.618247,23.559887;113.617626,23.559271;113....</td>\n",
       "      <td>向右前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>沿河东北路向西步行1383米向左前方行走</td>\n",
       "      <td>西</td>\n",
       "      <td>河东北路</td>\n",
       "      <td>1383</td>\n",
       "      <td>1106</td>\n",
       "      <td>113.608967,23.548637;113.608767,23.548576;113....</td>\n",
       "      <td>向左前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>沿河东北路向西南步行60米向左前方行走</td>\n",
       "      <td>西南</td>\n",
       "      <td>河东北路</td>\n",
       "      <td>60</td>\n",
       "      <td>48</td>\n",
       "      <td>113.595959,23.546024;113.595803,23.545964;113....</td>\n",
       "      <td>向左前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>沿河东北路向南步行129米右转</td>\n",
       "      <td>南</td>\n",
       "      <td>河东北路</td>\n",
       "      <td>129</td>\n",
       "      <td>103</td>\n",
       "      <td>113.595543,23.545668;113.595486,23.545386;113....</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>沿355省道向西步行407米直行</td>\n",
       "      <td>西</td>\n",
       "      <td>355省道</td>\n",
       "      <td>407</td>\n",
       "      <td>326</td>\n",
       "      <td>113.595764,23.544536;113.595681,23.544536;113....</td>\n",
       "      <td>直行</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>沿新城东路向西北步行527米向左前方行走</td>\n",
       "      <td>西北</td>\n",
       "      <td>新城东路</td>\n",
       "      <td>527</td>\n",
       "      <td>422</td>\n",
       "      <td>113.591888,23.545447;113.591784,23.545516;113....</td>\n",
       "      <td>向左前方行走</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>沿新城东路向西步行112米右转</td>\n",
       "      <td>西</td>\n",
       "      <td>新城东路</td>\n",
       "      <td>112</td>\n",
       "      <td>90</td>\n",
       "      <td>113.587569,23.548116;113.587474,23.548108;113....</td>\n",
       "      <td>右转</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>向北步行80米到达目的地</td>\n",
       "      <td>北</td>\n",
       "      <td>[]</td>\n",
       "      <td>80</td>\n",
       "      <td>64</td>\n",
       "      <td>113.586463,23.548121;113.586463,23.548286;113....</td>\n",
       "      <td>[]</td>\n",
       "      <td>到达目的地</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              instruction orientation    road distance duration  \\\n",
       "0              向东步行101米右转           东      []      101       81   \n",
       "1          向南步行199米向右前方行走           南      []      199      159   \n",
       "2              向西步行159米左转           西      []      159      127   \n",
       "3              向南步行237米左转           南      []      237      190   \n",
       "4          向南步行498米向右前方行走           南      []      498      398   \n",
       "5             向西南步行722米左转          西南      []      722      578   \n",
       "6         向东南步行412米向右前方行走          东南      []      412      330   \n",
       "7         沿乌土街向南步行1381米右转           南     乌土街     1381     1105   \n",
       "8         沿乌土街向西南步行165米直行          西南     乌土街      165      132   \n",
       "9        沿934县道向西步行118米直行           西   934县道      118       94   \n",
       "10   沿桃园东路向西南步行674米向右前方行走          西南    桃园东路      674      539   \n",
       "11       沿桃园东路向西南步行247米直行          西南    桃园东路      247      198   \n",
       "12  沿桃园西路向西南步行2775米向右前方行走          西南    桃园西路     2775     2220   \n",
       "13    沿石海工业大道向西南步行1838米直行          西南  石海工业大道     1838     1470   \n",
       "14       沿政通路向西南步行2161米直行          西南     政通路     2161     1729   \n",
       "15         沿灌村路向西步行781米左转           西     灌村路      781      625   \n",
       "16  沿环市东路向西南步行1583米向右前方行走          西南    环市东路     1583     1266   \n",
       "17   沿河东北路向西步行1383米向左前方行走           西    河东北路     1383     1106   \n",
       "18    沿河东北路向西南步行60米向左前方行走          西南    河东北路       60       48   \n",
       "19        沿河东北路向南步行129米右转           南    河东北路      129      103   \n",
       "20       沿355省道向西步行407米直行           西   355省道      407      326   \n",
       "21   沿新城东路向西北步行527米向左前方行走          西北    新城东路      527      422   \n",
       "22        沿新城东路向西步行112米右转           西    新城东路      112       90   \n",
       "23           向北步行80米到达目的地           北      []       80       64   \n",
       "\n",
       "                                             polyline  action  \\\n",
       "0           113.679592,23.632491;113.680586,23.632522      右转   \n",
       "1   113.680586,23.632522;113.680638,23.63214;113.6...  向右前方行走   \n",
       "2   113.680204,23.630838;113.680035,23.630773;113....      左转   \n",
       "3   113.678711,23.63036;113.678711,23.62934;113.67...      左转   \n",
       "4   113.678273,23.628368;113.678572,23.628338;113....  向右前方行走   \n",
       "5   113.678572,23.624653;113.678559,23.62451;113.6...      左转   \n",
       "6   113.675239,23.620009;113.67549,23.620013;113.6...  向右前方行走   \n",
       "7   113.678181,23.617652;113.678095,23.617205;113....      右转   \n",
       "8   113.677535,23.605668;113.676988,23.605373;113....      直行   \n",
       "9   113.676159,23.604883;113.675799,23.604805;113....      直行   \n",
       "10  113.675009,23.604735;113.674236,23.604683;113....  向右前方行走   \n",
       "11  113.669714,23.601897;113.66964,23.601771;113.6...      直行   \n",
       "12  113.667943,23.600412;113.667331,23.600139;113....  向右前方行走   \n",
       "13  113.656406,23.579358;113.656055,23.57931;113.6...      直行   \n",
       "14  113.641432,23.570816;113.641168,23.570525;113....      直行   \n",
       "15  113.624983,23.562361;113.624431,23.562183;113....      左转   \n",
       "16  113.618247,23.559887;113.617626,23.559271;113....  向右前方行走   \n",
       "17  113.608967,23.548637;113.608767,23.548576;113....  向左前方行走   \n",
       "18  113.595959,23.546024;113.595803,23.545964;113....  向左前方行走   \n",
       "19  113.595543,23.545668;113.595486,23.545386;113....      右转   \n",
       "20  113.595764,23.544536;113.595681,23.544536;113....      直行   \n",
       "21  113.591888,23.545447;113.591784,23.545516;113....  向左前方行走   \n",
       "22  113.587569,23.548116;113.587474,23.548108;113....      右转   \n",
       "23  113.586463,23.548121;113.586463,23.548286;113....      []   \n",
       "\n",
       "   assistant_action walk_type  \n",
       "0                []         0  \n",
       "1                []         0  \n",
       "2                []         0  \n",
       "3                []         0  \n",
       "4                []         0  \n",
       "5                []         0  \n",
       "6                []         0  \n",
       "7                []         0  \n",
       "8                []         0  \n",
       "9                []         0  \n",
       "10               []         0  \n",
       "11               []         0  \n",
       "12               []         0  \n",
       "13               []         0  \n",
       "14               []         0  \n",
       "15               []         0  \n",
       "16               []         0  \n",
       "17               []         0  \n",
       "18               []         0  \n",
       "19               []         0  \n",
       "20               []         0  \n",
       "21               []         0  \n",
       "22               []         0  \n",
       "23            到达目的地         0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0                向东步行101米右转\n",
       "1            向南步行199米向右前方行走\n",
       "2                向西步行159米左转\n",
       "3                向南步行237米左转\n",
       "4            向南步行498米向右前方行走\n",
       "5               向西南步行722米左转\n",
       "6           向东南步行412米向右前方行走\n",
       "7           沿乌土街向南步行1381米右转\n",
       "8           沿乌土街向西南步行165米直行\n",
       "9          沿934县道向西步行118米直行\n",
       "10     沿桃园东路向西南步行674米向右前方行走\n",
       "11         沿桃园东路向西南步行247米直行\n",
       "12    沿桃园西路向西南步行2775米向右前方行走\n",
       "13      沿石海工业大道向西南步行1838米直行\n",
       "14         沿政通路向西南步行2161米直行\n",
       "15           沿灌村路向西步行781米左转\n",
       "16    沿环市东路向西南步行1583米向右前方行走\n",
       "17     沿河东北路向西步行1383米向左前方行走\n",
       "18      沿河东北路向西南步行60米向左前方行走\n",
       "19          沿河东北路向南步行129米右转\n",
       "20         沿355省道向西步行407米直行\n",
       "21     沿新城东路向西北步行527米向左前方行走\n",
       "22          沿新城东路向西步行112米右转\n",
       "23             向北步行80米到达目的地\n",
       "Name: instruction, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# B-3 路径规划\n",
    "南方学院_东风 = walking(南方学院_location,东风_location)\n",
    "df_步行路径规划 = pd.json_normalize(南方学院_东风[\"route\"][\"paths\"][0]['steps'])\n",
    "print(南方学院_东风)\n",
    "display(df_步行路径规划)\n",
    "df_步行路径规划[\"instruction\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# C-1\n",
    "def integrated(origin,destination,city,cityd=None,extensions='base',strategy=None,nightflag=0,date=None,time=None,sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/direction/transit/integrated?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'origin':origin,\n",
    "        'destination':destination,\n",
    "        'city':city,\n",
    "        'cityd':cityd,\n",
    "        'extensions':extensions,\n",
    "        'strategy':strategy,\n",
    "        'nightflag':nightflag,\n",
    "        'date':date,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(起点)南方学院_location: 113.679287,23.632575 (终点)西村_location: 113.241256,23.141804\n"
     ]
    }
   ],
   "source": [
    "# C-2 准备参数\n",
    "南方学院 = geocode('广东省广州市从化区中山大学南方学院')\n",
    "南方学院_location = 南方学院['geocodes'][0]['location']\n",
    "西村 = geocode('广东省广州市荔湾区西村地铁站')\n",
    "西村_location = 西村['geocodes'][0]['location']\n",
    "print(\"(起点)南方学院_location:\",南方学院_location,\"(终点)西村_location:\",西村_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'status': '1', 'info': 'OK', 'infocode': '10000', 'count': '5', 'route': {'origin': '113.679287,23.632575', 'destination': '113.241256,23.141804', 'distance': '90666', 'taxi_cost': '309', 'transits': [{'cost': '27.0', 'duration': '8809', 'nightflag': '0', 'walking_distance': '1981', 'distance': '95492', 'missed': '1', 'segments': [{'taxi': [], 'walking': {'origin': '113.679016,23.632349', 'destination': '113.676613,23.631285', 'distance': '513', 'duration': '439', 'steps': [{'instruction': '步行57米右转', 'road': [], 'distance': '57', 'duration': [], 'polyline': '113.679016,23.632349;113.678528,23.632097', 'action': '右转', 'assistant_action': []}, {'instruction': '步行47米向左前方行走', 'road': [], 'distance': '47', 'duration': [], 'polyline': '113.678528,23.632092;113.678398,23.632166;113.678101,23.632261', 'action': '向左前方行走', 'assistant_action': []}, {'instruction': '步行218米左转', 'road': [], 'distance': '218', 'duration': [], 'polyline': '113.678101,23.632261;113.677834,23.632261;113.677551,23.632200;113.677399,23.632179;113.677284,23.632200;113.677177,23.632244;113.677017,23.632357;113.676811,23.632534;113.676582,23.632778;113.676430,23.632904;113.676292,23.632969', 'action': '左转', 'assistant_action': []}, {'instruction': '沿博学路步行191米到达中大南方学院', 'road': '博学路', 'distance': '191', 'duration': [], 'polyline': '113.676285,23.632969;113.676292,23.632227;113.676338,23.631948;113.676430,23.631676;113.676491,23.631540;113.676613,23.631285', 'action': [], 'assistant_action': '到达中大南方学院'}]}, 'bus': {'buslines': [{'departure_stop': {'name': '中大南方学院', 'id': '900000111141002', 'location': '113.676613,23.631281'}, 'arrival_stop': {'name': '从化汽车站总站', 'id': '900000111141021', 'location': '113.599414,23.527556'}, 'name': '从15路(中大南方学院--从化汽车站总站)', 'id': '900000111141', 'type': '普通公交线路', 'distance': '19692', 'duration': '2990', 'polyline': 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'distance': '32', 'duration': [], 'polyline': '113.248756,23.148342;113.248848,23.148342;113.248909,23.148542', 'action': [], 'assistant_action': '到达省妇幼'}]}, 'bus': {'buslines': [{'departure_stop': {'name': '省妇幼', 'id': '440100016306018', 'location': '113.248909,23.148546'}, 'arrival_stop': {'name': '富力环市西苑(西村)', 'id': '440100016306029', 'location': '113.240265,23.141499'}, 'name': '198A路(潭村总站--潭村总站)', 'id': '440100016306', 'type': '普通公交线路', 'distance': '1363', 'duration': '801', 'polyline': '113.248909,23.148546;113.248909,23.148542;113.248856,23.148342;113.248817,23.148191;113.248817,23.148182;113.248779,23.147713;113.248779,23.147655;113.248848,23.146845;113.248802,23.146631;113.248779,23.146553;113.248756,23.146484;113.248695,23.146435;113.248512,23.146347;113.248383,23.146276;113.247986,23.146084;113.247253,23.145647;113.247162,23.145599;113.247070,23.145546;113.246872,23.145422;113.246117,23.144951;113.245438,23.144548;113.244850,23.144201;113.244354,23.143867;113.244354,23.143871;113.244354,23.143867;113.244270,23.143816;113.244041,23.143661;113.243500,23.143316;113.243126,23.143087;113.242798,23.142874;113.242317,23.142572;113.242241,23.142530;113.241371,23.142031;113.241165,23.141912;113.240845,23.141731;113.240677,23.141636;113.240631,23.141703;113.240265,23.141499', 'bustimetag': '2', 'start_time': [], 'end_time': [], 'via_num': '1', 'via_stops': [{'name': '克山', 'id': '440100016306028', 'location': '113.244354,23.143867'}]}, {'departure_stop': {'name': '省妇幼', 'id': '440100016718027', 'location': '113.248940,23.148638'}, 'arrival_stop': {'name': '富力环市西苑(西村)', 'id': '440100016718034', 'location': '113.240211,23.141472'}, 'name': '46路(中科院化学所总站--罗冲围总站(松南路))', 'id': '440100016718', 'type': '普通公交线路', 'distance': '1345', 'duration': '835', 'polyline': '113.248940,23.148638;113.248856,23.148342;113.248817,23.148191;113.248817,23.148182;113.248779,23.147713;113.248779,23.147655;113.248848,23.146845;113.248802,23.146631;113.248779,23.146553;113.248756,23.146484;113.248695,23.146435;113.248512,23.146347;113.248383,23.146276;113.247986,23.146084;113.247253,23.145647;113.247162,23.145599;113.247070,23.145546;113.246872,23.145422;113.246117,23.144951;113.245438,23.144548;113.244850,23.144201;113.244354,23.143871;113.244354,23.143867;113.244270,23.143816;113.244041,23.143661;113.243500,23.143316;113.243126,23.143087;113.242798,23.142874;113.242317,23.142572;113.242241,23.142530;113.241371,23.142031;113.241165,23.141912;113.240845,23.141731;113.240677,23.141636;113.240631,23.141703;113.240211,23.141472', 'bustimetag': '2', 'start_time': [], 'end_time': [], 'via_num': '1', 'via_stops': [{'name': '克山', 'id': '440100016718028', 'location': '113.244354,23.143871'}]}, {'departure_stop': {'name': '省妇幼', 'id': '440100016060016', 'location': '113.248909,23.148546'}, 'arrival_stop': {'name': '富力环市西苑(西村)', 'id': '440100016060022', 'location': '113.240204,23.141466'}, 'name': '高峰快线80路(中科院化学所总站--罗冲围总站(松南路))', 'id': '440100016060', 'type': '普通公交线路', 'distance': '1336', 'duration': '830', 'polyline': '113.248909,23.148546;113.248909,23.148542;113.248856,23.148342;113.248817,23.148191;113.248817,23.148182;113.248779,23.147713;113.248779,23.147655;113.248848,23.146845;113.248802,23.146631;113.248779,23.146553;113.248756,23.146484;113.248695,23.146435;113.248512,23.146347;113.248383,23.146276;113.247986,23.146084;113.247253,23.145647;113.247162,23.145599;113.247070,23.145546;113.246872,23.145422;113.246117,23.144951;113.245438,23.144548;113.244850,23.144201;113.244392,23.143898;113.244392,23.143902;113.244392,23.143898;113.244270,23.143816;113.244041,23.143661;113.243500,23.143316;113.243126,23.143087;113.242798,23.142874;113.242317,23.142572;113.242241,23.142530;113.241371,23.142031;113.241165,23.141912;113.240845,23.141731;113.240677,23.141636;113.240631,23.141703;113.240204,23.141466', 'bustimetag': '2', 'start_time': [], 'end_time': [], 'via_num': '1', 'via_stops': [{'name': '克山', 'id': '440100016060017', 'location': '113.244392,23.143898'}]}, {'departure_stop': {'name': '省妇幼', 'id': '440100016822013', 'location': '113.248940,23.148642'}, 'arrival_stop': {'name': '富力环市西苑(西村)', 'id': '440100016822027', 'location': '113.240317,23.141441'}, 'name': '538路(汇侨新城总站--文化公园总站)', 'id': '440100016822', 'type': '普通公交线路', 'distance': '1340', 'duration': '831', 'polyline': '113.248940,23.148642;113.248940,23.148638;113.248856,23.148342;113.248817,23.148191;113.248817,23.148182;113.248779,23.147713;113.248779,23.147655;113.248848,23.146845;113.248802,23.146631;113.248779,23.146553;113.248756,23.146484;113.248695,23.146435;113.248512,23.146347;113.248383,23.146276;113.247986,23.146084;113.247253,23.145647;113.247162,23.145599;113.247070,23.145546;113.246872,23.145422;113.246117,23.144951;113.245438,23.144548;113.244850,23.144201;113.244377,23.143885;113.244375,23.143885;113.244266,23.143815;113.244041,23.143663;113.243503,23.143316;113.243446,23.143277;113.243129,23.143086;113.242730,23.142826;113.242322,23.142574;113.242244,23.142530;113.241372,23.142031;113.241168,23.141914;113.240846,23.141732;113.240677,23.141636;113.240621,23.141602;113.240317,23.141441', 'bustimetag': '2', 'start_time': '0545', 'end_time': '2200', 'via_num': '1', 'via_stops': [{'name': '克山', 'id': '440100016822026', 'location': '113.244377,23.143885'}]}, {'departure_stop': {'name': '省妇幼', 'id': '900000025735011', 'location': '113.249010,23.148854'}, 'arrival_stop': {'name': '富力环市西苑(西村)', 'id': '900000025735012', 'location': '113.240343,23.141454'}, 'name': '高峰快线61路(白云花园总站--陈家祠总站(中山七路))', 'id': '900000025735', 'type': '普通公交线路', 'distance': '1384', 'duration': '799', 'polyline': '113.249010,23.148854;113.249010,23.148850;113.248989,23.148793;113.248850,23.148342;113.248815,23.148190;113.248815,23.148181;113.248785,23.147713;113.248785,23.147656;113.248815,23.147248;113.248845,23.146845;113.248802,23.146632;113.248759,23.146484;113.248672,23.146428;113.248516,23.146345;113.248381,23.146276;113.247986,23.146085;113.247253,23.145647;113.247161,23.145599;113.247070,23.145547;113.246871,23.145421;113.246120,23.144952;113.245443,23.144549;113.244852,23.144201;113.244266,23.143815;113.244041,23.143663;113.243503,23.143316;113.243446,23.143277;113.243129,23.143086;113.242730,23.142826;113.242322,23.142574;113.242244,23.142530;113.241372,23.142031;113.241168,23.141914;113.240846,23.141732;113.240677,23.141636;113.240621,23.141602;113.240343,23.141454', 'bustimetag': '2', 'start_time': [], 'end_time': [], 'via_num': '0', 'via_stops': []}]}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}, {'taxi': [], 'walking': {'origin': '113.240318,23.141441', 'destination': '113.241173,23.141914', 'distance': '142', 'duration': '121', 'steps': [{'instruction': '沿环市西路步行16米右转', 'road': '环市西路', 'distance': '16', 'duration': [], 'polyline': '113.240318,23.141441;113.240189,23.141371', 'action': '右转', 'assistant_action': []}, {'instruction': '步行7米右转', 'road': [], 'distance': '7', 'duration': [], 'polyline': '113.240189,23.141367;113.240143,23.141428', 'action': '右转', 'assistant_action': []}, {'instruction': '步行119米', 'road': [], 'distance': '119', 'duration': [], 'polyline': '113.240135,23.141428;113.240631,23.141701;113.241020,23.141914;113.241173,23.141914', 'action': [], 'assistant_action': []}]}, 'bus': {'buslines': []}, 'entrance': [], 'exit': [], 'railway': {'via_stops': [], 'alters': [], 'spaces': []}}]}]}}\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>info</th>\n",
       "      <th>infocode</th>\n",
       "      <th>count</th>\n",
       "      <th>route.origin</th>\n",
       "      <th>route.destination</th>\n",
       "      <th>route.distance</th>\n",
       "      <th>route.taxi_cost</th>\n",
       "      <th>route.transits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>OK</td>\n",
       "      <td>10000</td>\n",
       "      <td>5</td>\n",
       "      <td>113.679287,23.632575</td>\n",
       "      <td>113.241256,23.141804</td>\n",
       "      <td>90666</td>\n",
       "      <td>309</td>\n",
       "      <td>[{'cost': '27.0', 'duration': '8809', 'nightfl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  status info infocode count          route.origin     route.destination  \\\n",
       "0      1   OK    10000     5  113.679287,23.632575  113.241256,23.141804   \n",
       "\n",
       "  route.distance route.taxi_cost  \\\n",
       "0          90666             309   \n",
       "\n",
       "                                      route.transits  \n",
       "0  [{'cost': '27.0', 'duration': '8809', 'nightfl...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# C-3 公交路径规划\n",
    "南方学院_西村 = integrated(南方学院_location,西村_location,city='广州',extensions='all')\n",
    "print(南方学院_西村)\n",
    "df_bus = pd.json_normalize(南方学院_西村)\n",
    "display(df_bus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>citycode</th>\n",
       "      <th>adcode</th>\n",
       "      <th>name</th>\n",
       "      <th>center</th>\n",
       "      <th>level</th>\n",
       "      <th>districts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>020</td>\n",
       "      <td>440103</td>\n",
       "      <td>彩虹街道</td>\n",
       "      <td>113.246,23.1345</td>\n",
       "      <td>street</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  citycode  adcode  name           center   level districts\n",
       "0      020  440103  彩虹街道  113.246,23.1345  street        []"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# D-1 请注意行政区域级别划分参数\n",
    "def district(keywords,subdistrict=None,page=None,offset=None,extensions='base',filter=None,)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/config/district?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'keywords':keywords,\n",
    "        'subdistrict':subdistrict,\n",
    "        'page':page,\n",
    "        'offset':offset,\n",
    "        'extensions':extensions,\n",
    "        'filter':filter,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "行政区域 = district(keywords='广州市',extensions='base',subdistrict=3)\n",
    "行政区域\n",
    "df_行政区域_1级 = pd.json_normalize(行政区域[\"districts\"][0]['districts'])\n",
    "df_行政区域_1级\n",
    "df_行政区域_2级_广州市 = pd.json_normalize(行政区域[\"districts\"][0]['districts'][6]['districts'][18])\n",
    "df_行政区域_2级_广州市"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关键字搜索\n",
    "def place_text(keywords,types,city=None,citylimit=None,children=None,page=None,extensions='base',sig=None)->dict:\n",
    "    \"\"\"关键字搜索\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/place/text?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'keywords':keywords,\n",
    "        'types':types,\n",
    "        'city':city,\n",
    "        'citylimit':citylimit,\n",
    "        'children':children,\n",
    "        'page':page,\n",
    "        'extensions':extensions,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'suggestion': {'keywords': [], 'cities': []}, 'count': '890', 'infocode': '10000', 'pois': [{'parent': [], 'distance': [], 'pcode': '440000', 'importance': [], 'biz_ext': {'cost': [], 'rating': '3.0'}, 'recommend': '0', 'type': '科教文化服务;学校;高等院校', 'photos': [{'title': [], 'url': 'http://store.is.autonavi.com/showpic/57060a53ac3a0506d62428220a614fc7'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/9c149268e149c31cb5487677cc993d21'}, {'title': [], 'url': 'http://store.is.autonavi.com/showpic/64df4cc898e4aa4388cd46f64d8aab90'}], 'discount_num': '0', 'gridcode': '3513018402', 'typecode': '141201', 'shopinfo': '0', 'poiweight': [], 'citycode': '020', 'adname': '花都区', 'children': [], 'alias': '广东行政学院', 'tel': '020-86867103;020-86867108', 'id': 'B00140UFJI', 'tag': [], 'event': [], 'entr_location': '113.18615,23.398564', 'indoor_map': '0', 'email': [], 'timestamp': '2020-11-14 08:47:37', 'website': [], 'address': '新华街迎宾大道西28号(近圆玄道观)', 'adcode': '440114', 'pname': '广东省', 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       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413521400</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.30328,23.091727</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_38391</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413527812</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.362616,23.145034</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_3269</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413419911</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.242199,23.078649</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F012042_118571</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413524222</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.28695,23.123763</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_140814</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>B0FFF3A3EP</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': '外景图', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413522222</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.283569,23.105616</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_10418</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413521521</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.317227,23.098657</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_175836</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413430101</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.392424,23.00025</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F012044_227</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B0FFGH24MR</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413528601</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.331995,23.151673</td>\n",
       "      <td>[]</td>\n",
       "      <td>F49F011043_31995;319681</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>440000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': '外景图', 'url': 'http://store.is.auto...</td>\n",
       "      <td>0</td>\n",
       "      <td>3413528220</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.27505,23.15633</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent distance   pcode importance recommend            type  \\\n",
       "0           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "1           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "2           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "3   B0FFJGE87R       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "4           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "5   B00141J1R1       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "6   B0FFIGLX5N       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "7           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "8           []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "9   B0FFFQH7AQ       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "10          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "11          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "12          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "13          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "14          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "15  B0FFF3A3EP       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "16          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "17          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "18  B0FFGH24MR       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "19          []       []  440000         []         0  科教文化服务;学校;高等院校   \n",
       "\n",
       "                                               photos discount_num  \\\n",
       "0   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "2   [{'title': [], 'url': 'http://aos-cdn-image.am...            0   \n",
       "3   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "4   [{'title': '内景图', 'url': 'http://store.is.auto...            0   \n",
       "5   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "6   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "7   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "8   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "9   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "10  [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "11  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "12  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "13  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "14  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "15  [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "16  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "17  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "18  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "19  [{'title': '外景图', 'url': 'http://store.is.auto...            0   \n",
       "\n",
       "      gridcode typecode  ...              location shopid  \\\n",
       "0   3513018402   141201  ...  113.186434,23.400286     []   \n",
       "1   3513014600   141201  ...  113.203282,23.366957     []   \n",
       "2   3513034521   141201  ...   113.444768,23.37504     []   \n",
       "3   3413437120   141201  ...  113.391786,23.067691     []   \n",
       "4   3413531820   141201  ...  113.478912,23.099956     []   \n",
       "5   3413627021   141201  ...  113.255095,23.231253     []   \n",
       "6   3413521302   141201  ...  113.297711,23.092306     []   \n",
       "7   3413538221   141201  ...   113.405272,23.15754     []   \n",
       "8   3413525221   141201  ...   113.28018,23.132573     []   \n",
       "9   3413620511   141201  ...  113.317813,23.171841     []   \n",
       "10  3513241611   141201  ...  113.580936,23.511761     []   \n",
       "11  3413521400   141201  ...   113.30328,23.091727     []   \n",
       "12  3413527812   141201  ...  113.362616,23.145034     []   \n",
       "13  3413419911   141201  ...  113.242199,23.078649     []   \n",
       "14  3413524222   141201  ...   113.28695,23.123763     []   \n",
       "15  3413522222   141201  ...  113.283569,23.105616     []   \n",
       "16  3413521521   141201  ...  113.317227,23.098657     []   \n",
       "17  3413430101   141201  ...   113.392424,23.00025     []   \n",
       "18  3413528601   141201  ...  113.331995,23.151673     []   \n",
       "19  3413528220   141201  ...    113.27505,23.15633     []   \n",
       "\n",
       "                         navi_poiid groupbuy_num biz_ext.cost biz_ext.rating  \\\n",
       "0                   F49F008042_3218            0           []            3.0   \n",
       "1          F49F008042_198173;128817            0           []             []   \n",
       "2               F49F008044_1175;733            0           []            4.0   \n",
       "3                    F49F012044_792            0           []             []   \n",
       "4                  F49F011044_92419            0           []            4.5   \n",
       "5                 F49F010042_334143            0           []            3.0   \n",
       "6                  F49F011043_71650            0           []             []   \n",
       "7   F49F011044_300726;693726;776267            0           []            3.5   \n",
       "8                  F49F011043_67297            0           []            3.0   \n",
       "9                 F49F010043_298365            0           []            3.5   \n",
       "10                F49F006045_115762            0           []             []   \n",
       "11                 F49F011043_38391            0           []            4.0   \n",
       "12                  F49F011043_3269            0           []            3.0   \n",
       "13                F49F012042_118571            0           []            3.0   \n",
       "14                F49F011043_140814            0           []            3.0   \n",
       "15                 F49F011043_10418            0           []            4.5   \n",
       "16                F49F011043_175836            0           []            4.5   \n",
       "17                   F49F012044_227            0           []            4.0   \n",
       "18          F49F011043_31995;319681            0           []             []   \n",
       "19                               []            0           []            3.5   \n",
       "\n",
       "   indoor_data.cmsid indoor_data.truefloor indoor_data.cpid indoor_data.floor  \n",
       "0                 []                    []               []                []  \n",
       "1                 []                    []               []                []  \n",
       "2                 []                    []               []                []  \n",
       "3                 []                    []               []                []  \n",
       "4                 []                    []               []                []  \n",
       "5                 []                    []               []                []  \n",
       "6                 []                    []               []                []  \n",
       "7                 []                    []               []                []  \n",
       "8                 []                    []               []                []  \n",
       "9                 []                    []               []                []  \n",
       "10                []                    []               []                []  \n",
       "11                []                    []               []                []  \n",
       "12                []                    []               []                []  \n",
       "13                []                    []               []                []  \n",
       "14                []                    []               []                []  \n",
       "15                []                    []               []                []  \n",
       "16                []                    []               []                []  \n",
       "17                []                    []               []                []  \n",
       "18                []                    []               []                []  \n",
       "19                []                    []               []                []  \n",
       "\n",
       "[20 rows x 46 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "大学 = place_text(keywords=None,types=141201,city=\"广州市\",children=1,extensions='all',page=3)\n",
    "print(大学)\n",
    "df_大学 = pd.json_normalize(大学[\"pois\"])\n",
    "df_大学"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 周边搜索\n",
    "def place_around(location,keywords=None,types=None,city=None,redius=None,sortrule=None,offset=None,page=None,extensions='base',sig=None)->dict:\n",
    "    \"\"\"周边搜索\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/place/around?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'keywords':keywords,\n",
    "        'location':location,\n",
    "        'types':types,\n",
    "        'city':city,\n",
    "        'redius':redius,\n",
    "        'sortrule':sortrule,\n",
    "        'offset':offset,\n",
    "        'page':page,\n",
    "        'extensions':extensions,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent</th>\n",
       "      <th>address</th>\n",
       "      <th>distance</th>\n",
       "      <th>biz_ext</th>\n",
       "      <th>importance</th>\n",
       "      <th>biz_type</th>\n",
       "      <th>type</th>\n",
       "      <th>photos</th>\n",
       "      <th>typecode</th>\n",
       "      <th>shopinfo</th>\n",
       "      <th>poiweight</th>\n",
       "      <th>childtype</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>tel</th>\n",
       "      <th>shopid</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>西村环市西路52号好又多1层</td>\n",
       "      <td>38</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;快餐厅;肯德基</td>\n",
       "      <td>[]</td>\n",
       "      <td>050301</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>肯德基(广雅餐厅)</td>\n",
       "      <td>113.241373,23.141471</td>\n",
       "      <td>020-86471885;4009208801</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG7V0E3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路52-54号B1层</td>\n",
       "      <td>40</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;快餐厅;麦当劳</td>\n",
       "      <td>[]</td>\n",
       "      <td>050302</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>麦当劳(西村分店)</td>\n",
       "      <td>113.241394,23.141475</td>\n",
       "      <td>020-86474532;4008597597;4008517517</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00140SZLJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0FFK85PJL</td>\n",
       "      <td>环市西路37号富力国际鞋城1层</td>\n",
       "      <td>42</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;外国餐厅;西餐厅(综合风味)</td>\n",
       "      <td>[]</td>\n",
       "      <td>050201</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>202</td>\n",
       "      <td>YOUNG FACE漾啡斯餐吧(西村店)</td>\n",
       "      <td>113.240898,23.141990</td>\n",
       "      <td>020-81777282;13660698999</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFH9LHPU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B0FFK85PJL</td>\n",
       "      <td>环市西路37号富力国际鞋城1层</td>\n",
       "      <td>47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>202</td>\n",
       "      <td>YOUNG FACE漾啡斯(西村店)</td>\n",
       "      <td>113.240794,23.142009</td>\n",
       "      <td>020-81777282</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFICZW0Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>西村街道环市西路52-54号沃尔玛一楼</td>\n",
       "      <td>47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;美容美发店;美容美发店</td>\n",
       "      <td>[]</td>\n",
       "      <td>071100</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>乌守道养发专柜(西村店)</td>\n",
       "      <td>113.241443,23.141412</td>\n",
       "      <td>13268089639</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFKTQK92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路54号B1楼</td>\n",
       "      <td>47</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050300</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>真功夫(西村店)</td>\n",
       "      <td>113.241407,23.141397</td>\n",
       "      <td>020-86475265;4006927927</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00140TFGV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>西村西村地铁站</td>\n",
       "      <td>54</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>交通违法处理终端机(西村西村地铁站)</td>\n",
       "      <td>113.241788,23.141792</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFILJ4VB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路37号</td>\n",
       "      <td>56</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[]</td>\n",
       "      <td>050000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>Cake蛋糕之家(西村店)</td>\n",
       "      <td>113.240753,23.142017</td>\n",
       "      <td>15918728670</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0GDVA6PC6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路54-5好又多员工通道旁</td>\n",
       "      <td>60</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>汉承美容院</td>\n",
       "      <td>113.241360,23.141272</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFHP6C0G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路37号26楼B21号</td>\n",
       "      <td>60</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;美容美发店;美容美发店</td>\n",
       "      <td>[]</td>\n",
       "      <td>071100</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>艺指坊疤痕修复中心</td>\n",
       "      <td>113.240733,23.142056</td>\n",
       "      <td>13719207391</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G3MU0XUK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路37号</td>\n",
       "      <td>60</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;楼宇;商务写字楼</td>\n",
       "      <td>[]</td>\n",
       "      <td>120201</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>富力国际鞋业商贸中心</td>\n",
       "      <td>113.240733,23.142056</td>\n",
       "      <td>020-36574731;020-36574093</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00140NYIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>荔湾路121号荔京阁商务中心1楼</td>\n",
       "      <td>64</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>速递易</td>\n",
       "      <td>113.241376,23.141240</td>\n",
       "      <td>4000010055</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG8BX6J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路52号</td>\n",
       "      <td>69</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;物流速递;物流仓储场地</td>\n",
       "      <td>[]</td>\n",
       "      <td>070501</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>沃尔玛收货部</td>\n",
       "      <td>113.241239,23.141180</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFKHGNXO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路48-54号</td>\n",
       "      <td>71</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>商务住宅;住宅区;住宅小区</td>\n",
       "      <td>[]</td>\n",
       "      <td>120302</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>永安居(广雅后街)</td>\n",
       "      <td>113.241373,23.141173</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00140W2D9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路54-2号</td>\n",
       "      <td>74</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;冷饮店;冷饮店</td>\n",
       "      <td>[]</td>\n",
       "      <td>050700</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>ORDER柠檬茶(西村店)</td>\n",
       "      <td>113.241623,23.141222</td>\n",
       "      <td>13070235326</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G3L5JAOL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路52-54号1-3层</td>\n",
       "      <td>75</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州市社区居家养老服务综合示范平台</td>\n",
       "      <td>113.241992,23.141865</td>\n",
       "      <td>020-81560661</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G13Z2MOA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路52-54号1-3层</td>\n",
       "      <td>75</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;生活服务场所;生活服务场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>070000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>孝慈荟</td>\n",
       "      <td>113.243099,23.142584</td>\n",
       "      <td>020-81560661</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G13Z1CRX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路35之31号101号铺</td>\n",
       "      <td>77</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;中介机构;中介机构</td>\n",
       "      <td>[]</td>\n",
       "      <td>071600</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>链家地产(环市西苑分店)</td>\n",
       "      <td>113.240500,23.141776</td>\n",
       "      <td>13711584688</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFH2ZKEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>环市西路富力环市西苑距地铁5号线西村B口步行390m</td>\n",
       "      <td>80</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[]</td>\n",
       "      <td>050000</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>阿琴包点(环市店)</td>\n",
       "      <td>113.240470,23.141738</td>\n",
       "      <td>13425578913;13602812032</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFILB3Z8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>西村街道环市西路环市西苑35之36号铺</td>\n",
       "      <td>81</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>生活服务;物流速递;物流速递</td>\n",
       "      <td>[]</td>\n",
       "      <td>070500</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>菜鸟驿站(广州荔湾环市西苑店)</td>\n",
       "      <td>113.240467,23.141879</td>\n",
       "      <td>4001787878</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFKBVWW2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent                     address distance biz_ext importance  \\\n",
       "0           []              西村环市西路52号好又多1层       38      []         []   \n",
       "1           []               环市西路52-54号B1层       40      []         []   \n",
       "2   B0FFK85PJL             环市西路37号富力国际鞋城1层       42      []         []   \n",
       "3   B0FFK85PJL             环市西路37号富力国际鞋城1层       47      []         []   \n",
       "4           []         西村街道环市西路52-54号沃尔玛一楼       47      []         []   \n",
       "5           []                  环市西路54号B1楼       47      []         []   \n",
       "6           []                     西村西村地铁站       54      []         []   \n",
       "7           []                     环市西路37号       56      []         []   \n",
       "8           []            环市西路54-5好又多员工通道旁       60      []         []   \n",
       "9           []              环市西路37号26楼B21号       60      []         []   \n",
       "10          []                     环市西路37号       60      []         []   \n",
       "11          []            荔湾路121号荔京阁商务中心1楼       64      []         []   \n",
       "12          []                     环市西路52号       69      []         []   \n",
       "13          []                  环市西路48-54号       71      []         []   \n",
       "14          []                   环市西路54-2号       74      []         []   \n",
       "15          []              环市西路52-54号1-3层       75      []         []   \n",
       "16          []              环市西路52-54号1-3层       75      []         []   \n",
       "17          []             环市西路35之31号101号铺       77      []         []   \n",
       "18          []  环市西路富力环市西苑距地铁5号线西村B口步行390m       80      []         []   \n",
       "19          []         西村街道环市西路环市西苑35之36号铺       81      []         []   \n",
       "\n",
       "   biz_type                 type photos typecode shopinfo poiweight childtype  \\\n",
       "0     diner         餐饮服务;快餐厅;肯德基     []   050301        0        []        []   \n",
       "1     diner         餐饮服务;快餐厅;麦当劳     []   050302        0        []        []   \n",
       "2     diner  餐饮服务;外国餐厅;西餐厅(综合风味)     []   050201        0        []       202   \n",
       "3        []   生活服务;生活服务场所;生活服务场所     []   070000        0        []       202   \n",
       "4        []     生活服务;美容美发店;美容美发店     []   071100        0        []        []   \n",
       "5     diner         餐饮服务;快餐厅;快餐厅     []   050300        0        []        []   \n",
       "6        []   生活服务;生活服务场所;生活服务场所     []   070000        0        []        []   \n",
       "7     diner     餐饮服务;餐饮相关场所;餐饮相关     []   050000        0        []        []   \n",
       "8        []   生活服务;生活服务场所;生活服务场所     []   070000        0        []        []   \n",
       "9        []     生活服务;美容美发店;美容美发店     []   071100        0        []        []   \n",
       "10       []        商务住宅;楼宇;商务写字楼     []   120201        0        []        []   \n",
       "11       []   生活服务;生活服务场所;生活服务场所     []   070000        0        []        []   \n",
       "12       []     生活服务;物流速递;物流仓储场地     []   070501        0        []        []   \n",
       "13       []        商务住宅;住宅区;住宅小区     []   120302        0        []        []   \n",
       "14    diner         餐饮服务;冷饮店;冷饮店     []   050700        1        []        []   \n",
       "15       []   生活服务;生活服务场所;生活服务场所     []   070000        0        []        []   \n",
       "16       []   生活服务;生活服务场所;生活服务场所     []   070000        0        []        []   \n",
       "17       []       生活服务;中介机构;中介机构     []   071600        0        []        []   \n",
       "18    diner     餐饮服务;餐饮相关场所;餐饮相关     []   050000        0        []        []   \n",
       "19       []       生活服务;物流速递;物流速递     []   070500        0        []        []   \n",
       "\n",
       "                    name              location  \\\n",
       "0              肯德基(广雅餐厅)  113.241373,23.141471   \n",
       "1              麦当劳(西村分店)  113.241394,23.141475   \n",
       "2   YOUNG FACE漾啡斯餐吧(西村店)  113.240898,23.141990   \n",
       "3     YOUNG FACE漾啡斯(西村店)  113.240794,23.142009   \n",
       "4           乌守道养发专柜(西村店)  113.241443,23.141412   \n",
       "5               真功夫(西村店)  113.241407,23.141397   \n",
       "6     交通违法处理终端机(西村西村地铁站)  113.241788,23.141792   \n",
       "7          Cake蛋糕之家(西村店)  113.240753,23.142017   \n",
       "8                  汉承美容院  113.241360,23.141272   \n",
       "9              艺指坊疤痕修复中心  113.240733,23.142056   \n",
       "10            富力国际鞋业商贸中心  113.240733,23.142056   \n",
       "11                   速递易  113.241376,23.141240   \n",
       "12                沃尔玛收货部  113.241239,23.141180   \n",
       "13             永安居(广雅后街)  113.241373,23.141173   \n",
       "14         ORDER柠檬茶(西村店)  113.241623,23.141222   \n",
       "15     广州市社区居家养老服务综合示范平台  113.241992,23.141865   \n",
       "16                   孝慈荟  113.243099,23.142584   \n",
       "17          链家地产(环市西苑分店)  113.240500,23.141776   \n",
       "18             阿琴包点(环市店)  113.240470,23.141738   \n",
       "19       菜鸟驿站(广州荔湾环市西苑店)  113.240467,23.141879   \n",
       "\n",
       "                                   tel shopid          id  \n",
       "0              020-86471885;4009208801     []  B0FFG7V0E3  \n",
       "1   020-86474532;4008597597;4008517517     []  B00140SZLJ  \n",
       "2             020-81777282;13660698999     []  B0FFH9LHPU  \n",
       "3                         020-81777282     []  B0FFICZW0Z  \n",
       "4                          13268089639     []  B0FFKTQK92  \n",
       "5              020-86475265;4006927927     []  B00140TFGV  \n",
       "6                                   []     []  B0FFILJ4VB  \n",
       "7                          15918728670     []  B0GDVA6PC6  \n",
       "8                                   []     []  B0FFHP6C0G  \n",
       "9                          13719207391     []  B0G3MU0XUK  \n",
       "10           020-36574731;020-36574093     []  B00140NYIL  \n",
       "11                          4000010055     []  B0FFG8BX6J  \n",
       "12                                  []     []  B0FFKHGNXO  \n",
       "13                                  []     []  B00140W2D9  \n",
       "14                         13070235326     []  B0G3L5JAOL  \n",
       "15                        020-81560661     []  B0G13Z2MOA  \n",
       "16                        020-81560661     []  B0G13Z1CRX  \n",
       "17                         13711584688     []  B0FFH2ZKEL  \n",
       "18             13425578913;13602812032     []  B0FFILB3Z8  \n",
       "19                          4001787878     []  B0FFKBVWW2  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# json信息\n",
    "西村_周边POI = place_around(西村_location)\n",
    "西村_周边POI\n",
    "df_西村_周边POI = pd.json_normalize(西村_周边POI['pois'])\n",
    "df_西村_周边POI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '25',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '30.00', 'rating': '4.5', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/af7d0f794021427f473668598f2f1254'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8405d12ec0c78f351734f912f0ee44fa'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/1a48d51dbd2c1b5913cfe1b6a9137fb6'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413749320',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '黄埔区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-89854139',\n",
       "   'id': 'B0FFIJPVMU',\n",
       "   'tag': '麦辣鸡腿堡套餐,鸡翅,巨无霸经典中薯条套餐,不素之霸双层牛堡套餐,大薯条,草莓雪糕,草莓麦旋风,无辣不欢双人餐,双层深海狭鳕鱼堡套餐,吉士蛋,随心配麦香鸡雪碧,干脆可可麦旋风,巨无霸套餐,和风牛井饭,安格斯汉堡,香芋派,蜜汁鸡腿满碗饭,无辣不欢单人餐,麦辣鸡腿汉堡经典中薯条套餐,随心配那么大鸡排香芋派-,随心配双层吉士汉堡可乐,饿式红肠香鸡堡,双层吉士汉堡,那么大珍珠奶茶暖,板烧鸡腿堡套餐',\n",
       "   'event': [],\n",
       "   'entr_location': '113.541636,23.333246',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 06:48:20',\n",
       "   'website': [],\n",
       "   'address': '九龙镇中新知识城九龙大道西侧ZSCN-B1-2号',\n",
       "   'adcode': '440112',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': [],\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳',\n",
       "   'location': '113.541641,23.333302',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B0FFFPVSH2',\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '30.00', 'rating': '4.7', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d4b12f8b3917891847ee618bb2398ec1'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8405d12ec0c78f351734f912f0ee44fa'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/b0c68dd9af4c7f39d9083b7eac2e3298'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3513243720',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '从化区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-37507910;4008597597',\n",
       "   'id': 'B0FFFT24X0',\n",
       "   'tag': '麦辣鸡翅麦乐鸡餐,扭扭薯条,板烧鸡腿堡鸡翅餐,麦辣鸡腿堡套餐,草莓派,不素之霸双层牛堡套餐,板烧鸡腿堡麦乐鸡餐,红豆双皮奶派,团团圆圆鸡盒,小食纷享盒,猪柳麦满分,双层原味板烧鸡腿麦满分,开心乐园餐配小薯条,麦乐鸡块,联好虾堡,麦辣鸡腿汉堡经典中薯条套餐,巨无霸经典中薯条套餐,核桃豆浆,烟肉蛋麦满分,原味板烧鸡腿麦满分,吉士炒双蛋堡,热朱古力,双层吉士汉堡,鲜煮咖啡,甜筒',\n",
       "   'event': [],\n",
       "   'entr_location': '113.589635,23.531533',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 11:33:26',\n",
       "   'website': [],\n",
       "   'address': '江埔街海塱东路9号',\n",
       "   'adcode': '440117',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': '江埔',\n",
       "   'childtype': '202',\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(从城大道分店)',\n",
       "   'location': '113.589849,23.531461',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'F49F006045_135422',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B00140AXVL',\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '32.00', 'rating': '4.6', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d4b12f8b3917891847ee618bb2398ec1'},\n",
       "    {'title': '用户',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/fe79f9b506fac5e33c593215cc37368b'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/36ca27a558411cc36130346ab0e1eee9'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3513245720',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '从化区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-87921092;4008597597',\n",
       "   'id': 'B00140BNGX',\n",
       "   'tag': '麦辣鸡翅,麦辣鸡腿堡套餐,买金黄脆薯格送中薯,原味板烧鸡腿堡,麦旋风奥利奥原味,扭扭薯条,麦脆鸡盒,双层安格斯厚牛芝士堡,椒盐金脆鸡翅,随心配麦香鸡雪碧,法式珍虾厚牛汉堡,猪柳炒双蛋堡,那么大鸡排,早晨开心乐园餐,铁板原味鸡腿堡,芝士味圆筒雪糕,菠萝鸡扒麦满分,板烧翅乐套,ZICO椰子水饮鸡翅下午茶,可乐鸡翅,活力蛋,无肉不欢,蜜桃派,金选布丁麦旋风',\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 23:44:26',\n",
       "   'website': 'www.mcdonalds.com.cn',\n",
       "   'address': '新城路68号新世纪广场1层',\n",
       "   'adcode': '440117',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': '城郊',\n",
       "   'childtype': '202',\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(从化新世纪广场分店)',\n",
       "   'location': '113.588730,23.547599',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'F49F006045_112796',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '27.00', 'rating': '4.5', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/af7d0f794021427f473668598f2f1254'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8405d12ec0c78f351734f912f0ee44fa'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/33800ffbdfbfba0a3e72d464b453769a'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413643511',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '黄埔区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-32190585;4008597597',\n",
       "   'id': 'B0FFHVFMXK',\n",
       "   'tag': '麦辣鸡翅麦乐鸡餐,双层原味板烧鸡腿麦满分,麦辣鸡腿汉堡经典中薯条套餐,巨无霸经典中薯条套餐,麦辣鸡腿堡套餐,鲜煮咖啡,巨无霸套餐,三翅,烟肉蛋麦满分,热朱古力,原味板烧鸡腿堡,板烧鸡腿堡经典中薯条套餐,椒盐金脆鸡翅,甜柚柚水果茶装,火腿扒麦满分组合,草莓派,金黄脆薯格下午茶鸡翅组合,香蕉派,巨无霸鸡翅餐,麦乐鸡送网红赞酱,吉士炒双蛋堡,幸胡堡大薯餐,扭扭薯条,团圆堡小玉餐',\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 02:24:13',\n",
       "   'website': [],\n",
       "   'address': '新业路23号',\n",
       "   'adcode': '440112',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': [],\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(广州新业路GSFSDT分店)',\n",
       "   'location': '113.567442,23.195084',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '37.00', 'rating': '4.6', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/2cc736554ff4937fbf5b59589acc6e0d'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/4b91214120e9d066a9ea1c196a2f2f76'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/06543a903c6f2e82716fb2057fa14f78'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413643701',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '增城区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-32145432',\n",
       "   'id': 'B0FFJ694G3',\n",
       "   'tag': '麦辣鸡腿堡套餐,椒盐金脆鸡翅,麦辣鸡腿汉堡经典中薯条套餐,巨无霸套餐,三翅,原味板烧鸡腿堡,圆筒,法式新地,双层安格斯厚牛芝士堡,杰克的安格斯黑金餐,麦乐鸡开心乐园餐,随心配麦香鸡雪碧,海陆空三味大餐,香骨鸡腿,双层吉士汉堡,麦趣鸡盒,鸡翅麦乐鸡双人餐,纷享小食盒,椰子水饮,周末全家满分早餐,蜜桃派,扭扭金条,麦当劳金黄脆薯格装,猪柳炒双蛋堡',\n",
       "   'event': [],\n",
       "   'entr_location': '113.593194,23.191963',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-14 11:02:02',\n",
       "   'website': [],\n",
       "   'address': '永宁街新新六路213号',\n",
       "   'adcode': '440118',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
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       "   'tel': '020-87030869;020-88523510;4008517517',\n",
       "   'id': 'B00140NXS3',\n",
       "   'tag': '板烧鸡腿堡麦乐鸡餐,麦辣鸡腿堡鸡翅餐,甜筒,油条培根蛋麦煎饼配脆薯饼,雪糕,麦香鸡汉堡,板烧鸡腿堡套餐,香芋派,麦辣鸡腿堡套餐,三翅,麦辣鸡腿汉堡经典中薯条套餐,玉米燕麦豆浆,香芒芒,巨无霸鸡翅餐,幸胡堡中薯餐,星厨鲜脆纯牛堡,拿铁,麦香猪柳蛋,草莓派,蜜汁鸡腿满碗饭中薯餐,红豆双皮奶派,热朱古力,鲜煮咖啡,菠萝派',\n",
       "   'event': [],\n",
       "   'entr_location': '113.368135,23.193522',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 04:56:52',\n",
       "   'website': [],\n",
       "   'address': '广汕一路15号龙洞牌坊',\n",
       "   'adcode': '440106',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': '龙洞',\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(龙洞店)',\n",
       "   'location': '113.368278,23.193663',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'F49F010043_73884',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B00141IH9C',\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '27.00', 'rating': '4.6', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d4b12f8b3917891847ee618bb2398ec1'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/36ca27a558411cc36130346ab0e1eee9'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/df808adaed9bc6237355303cd9dc65b2'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413623900',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '天河区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-85202612;020-85202610',\n",
       "   'id': 'B0FFFCVJLQ',\n",
       "   'tag': '板烧鸡腿堡套餐,甜筒,麦辣鸡翅,大脆鸡排麦满分,香芋派,麦辣鸡腿堡超值午餐,麦乐鸡块餐,麦辣鸡腿汉堡经典中薯条套餐,扭扭薯条,不素之霸双层牛堡套餐,麦香鸡大套餐,培根双层牛堡,脆皮枫糖风味鸡翅,菠萝派,新款大雪糕,大洋洲风味炸虾棒,那么大珍珠奶茶暖,开心乐园餐配小玉米,麦乐鸡中套餐,原味豆浆,布丁雪糕,芒果派,芝士烧烤酱风味薯条,麦香鱼汉堡,随心配那么大鸡排香芋派-',\n",
       "   'event': [],\n",
       "   'entr_location': '113.366005,23.19372',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 05:58:15',\n",
       "   'website': [],\n",
       "   'address': '龙洞迎龙大道环村南街6号龙洞购物中心1层A005号',\n",
       "   'adcode': '440106',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': '龙洞',\n",
       "   'childtype': '202',\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(龙洞第二分店)',\n",
       "   'location': '113.366111,23.193704',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'F49F010043_146037',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '26.00', 'rating': '4.6', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;快餐厅;麦当劳',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d4b12f8b3917891847ee618bb2398ec1'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/36ca27a558411cc36130346ab0e1eee9'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8405d12ec0c78f351734f912f0ee44fa'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413548712',\n",
       "   'typecode': '050302',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '增城区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-32146148;4008597597;020-32146138',\n",
       "   'id': 'B0FFF05OXO',\n",
       "   'tag': '麦辣鸡翅,本宫凤堡,板烧鸡腿堡经典中薯条套餐,烤芝士酱薯条,香骨鸡腿,朕好虾堡,香芋派,猪柳蛋麦满分,红豆派,扭扭薯条,相思红豆风味优品豆浆,热朱古力,甜筒,好运鸡柳,局鸡翅,川辣双鸡堡套餐,培根双层牛堡,草莓麻薯新地,麦趣鸡盒,奥利奥雪糕,麦辣腿堡餐,椒盐金脆鸡翅,巨无霸经典中薯条套餐,饿式红肠香鸡堡,三翅',\n",
       "   'event': [],\n",
       "   'entr_location': '113.599074,23.154381',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 21:29:43',\n",
       "   'website': [],\n",
       "   'address': '岗丰大道2号附近',\n",
       "   'adcode': '440118',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': [],\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(新新大道岗丰DT分店)',\n",
       "   'location': '113.598610,23.154242',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'F49F011045_49863',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B0FFHMZFTL',\n",
       "   'distance': [],\n",
       "   'pcode': '440000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '25.00', 'rating': '4.4', 'meal_ordering': '0'},\n",
       "   'recommend': '0',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/af7d0f794021427f473668598f2f1254'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f9af5b13b66506b375de4ae005c0efe7'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8405d12ec0c78f351734f912f0ee44fa'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '3413539220',\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '020',\n",
       "   'adname': '天河区',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': '020-89280891',\n",
       "   'id': 'B0FFK8WMCI',\n",
       "   'tag': '麦满分,鸡盒,爆珠饮品,咖啡,麦辣鸡腿汉堡经典中薯条套餐,88会员节9月3日,麦当劳雪碧,无辣不欢双人餐,无辣不欢单人餐,川辣双鸡堡套餐,双层深海狭鳕鱼堡套餐,不素之霸双层牛堡套餐,板烧鸡腿堡经典中薯条套餐,巨无霸经典中薯条套餐,88会员节9月4日,88会员节9月2日,88会员节9月1日,88会员节8月31日,88会员节8月30日,88会员节8月29日,88会员节8月28日,88会员节8月27日,88会员节8月26日,88会员节8月25日,88会员节8月24日',\n",
       "   'event': [],\n",
       "   'entr_location': '113.403418,23.166429',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-11-17 02:38:59',\n",
       "   'website': [],\n",
       "   'address': '华观路1932号天河万科广场138铺',\n",
       "   'adcode': '440106',\n",
       "   'pname': '广东省',\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'indoor_data': {'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'business_area': [],\n",
       "   'childtype': '202',\n",
       "   'exit_location': [],\n",
       "   'name': '麦当劳(华观路第二分店)',\n",
       "   'location': '113.404110,23.166372',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def polygon(key,polygon=\"113.679287,23.632575|113.361200,23.124680\",keywords=\"麦当劳\",types=None,offset=\"15\",sig=None,extensions=\"all\",page=\"1\") ->dict:\n",
    "    \"\"\"多边形搜索\"\"\"\n",
    "    polygon_url = \"https://restapi.amap.com/v3/place/polygon?parameters\"\n",
    "    params = {\n",
    "        \"key\":key_h,\n",
    "        \"polygon\":polygon,\n",
    "        \"keywords\":keywords,\n",
    "        \"types\":types,\n",
    "        \"offset\":offset,\n",
    "        \"sig\":sig,\n",
    "        \"extensions\":extensions,\n",
    "        \"page\":page,\n",
    "        \"output\":\"json\"\n",
    "    }\n",
    "    response = requests.get(polygon_url,params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "南方学院_西村 = polygon(\"113.679287,23.632575|113.241256,23.141804\")\n",
    "南方学院_西村"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'province': '局域网',\n",
       " 'city': [],\n",
       " 'adcode': [],\n",
       " 'rectangle': []}"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def ip_around(key,ip=\"10.51.159.56\",sig=None)->dict:\n",
    "    \"\"\"IP定义\"\"\"\n",
    "    ip_url = \"https://restapi.amap.com/v3/ip?parameters\"\n",
    "    params = {\n",
    "        \"key\":key_h,\n",
    "        \"ip\":ip,\n",
    "        \"sig\":sig,\n",
    "        \"output\":\"json\"\n",
    "    }\n",
    "    response = requests.get(ip_url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "我的ip = ip_around('10.51.159.56')\n",
    "我的ip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#静态地图\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "def staticmap(location,zoom,size=None,scale=1,markers=None,labels=None,paths=None,traffic=0,page=None,sig=None)->dict:\n",
    "    \"\"\"获取动态地图\"\"\"\n",
    "    url = 'https://restapi.amap.com/v3/staticmap?parameters'\n",
    "    params={\n",
    "        'key':key_h,\n",
    "        'location':location,\n",
    "        'zoom':zoom,\n",
    "        'size':size,\n",
    "        'scale':scale,\n",
    "        'markers':markers,\n",
    "        'labels':labels,\n",
    "        'paths':paths,\n",
    "        'traffic':traffic,\n",
    "        'sig':sig,\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = Image.open(BytesIO(response.content))\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=P size=400x400 at 0x1BA06666FD0>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staticmap(location=南方学院_location,zoom=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '0', 'info': 'INVALID_PARAMS', 'infocode': '20000'}"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#坐标转换\n",
    "def convert(key,locations=\"\",coordsys=\"autonavi\",sig=None)->dict:\n",
    "    convert_url = \"https://restapi.amap.com/v3/assistant/coordinate/convert?parameters\"\n",
    "    params = {\n",
    "        \"key\":key_h,\n",
    "        \"locations\":locations,\n",
    "        \"coordsys\":coordsys,\n",
    "        \"sig\":sig,\n",
    "        \"output\":\"json\"\n",
    "    }\n",
    "    response = requests.get(convert_url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "转换坐标 = convert(\"113.361200,23.124680\")\n",
    "转换坐标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'forecasts': [{'city': '香港特别行政区',\n",
       "   'adcode': '810000',\n",
       "   'province': '香港',\n",
       "   'reporttime': '2020-11-18 00:28:50',\n",
       "   'casts': [{'date': '2020-11-17',\n",
       "     'week': '2',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '多云',\n",
       "     'daytemp': '27',\n",
       "     'nighttemp': '23',\n",
       "     'daywind': '东',\n",
       "     'nightwind': '东',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-18',\n",
       "     'week': '3',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '多云',\n",
       "     'daytemp': '26',\n",
       "     'nighttemp': '23',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-19',\n",
       "     'week': '4',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '多云',\n",
       "     'daytemp': '28',\n",
       "     'nighttemp': '23',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '≤3',\n",
       "     'nightpower': '≤3'},\n",
       "    {'date': '2020-11-20',\n",
       "     'week': '5',\n",
       "     'dayweather': '多云',\n",
       "     'nightweather': '阴',\n",
       "     'daytemp': '29',\n",
       "     'nighttemp': '23',\n",
       "     'daywind': '北',\n",
       "     'nightwind': '北',\n",
       "     'daypower': '4',\n",
       "     'nightpower': '4'}]}]}"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def weather(key,city=\"810000\",extensions=\"all\") ->dict:\n",
    "    weather_url = \"https://restapi.amap.com/v3/weather/weatherInfo?parameters\"\n",
    "    params = {\n",
    "        \"key\":key_h,\n",
    "        \"city\":city,\n",
    "        \"extensions\":extensions,\n",
    "    }\n",
    "    response = requests.get(weather_url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "香港天气预报 = weather(\"810000\")\n",
    "香港天气预报"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'count': '10',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'tips': [{'id': 'BV10593232',\n",
       "   'name': '天河公园(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.362879,23.125317',\n",
       "   'address': '(在建)11号线内环;(在建)11号线外环;(在建)13号线二期;21号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10021812',\n",
       "   'name': '员村(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.363663,23.115768',\n",
       "   'address': '(在建)11号线内环;(在建)11号线外环;21号线;5号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10014015',\n",
       "   'name': '科韵路(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.377215,23.119280',\n",
       "   'address': '5号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10022843',\n",
       "   'name': '潭村(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.345949,23.117366',\n",
       "   'address': '5号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10014714',\n",
       "   'name': '华师(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.345330,23.140290',\n",
       "   'address': '(在建)10号线;(在建)11号线内环;(在建)11号线外环;3号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10014530',\n",
       "   'name': '岗顶(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.339601,23.134880',\n",
       "   'address': '(在建)10号线;3号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10024401',\n",
       "   'name': '新港东(地铁站)',\n",
       "   'district': '广东省广州市海珠区',\n",
       "   'adcode': '440105',\n",
       "   'location': '113.357010,23.098722',\n",
       "   'address': '8号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10013860',\n",
       "   'name': '琶洲(地铁站)',\n",
       "   'district': '广东省广州市海珠区',\n",
       "   'adcode': '440105',\n",
       "   'location': '113.366700,23.098516',\n",
       "   'address': '(在建)11号线内环;(在建)11号线外环;8号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV11095939',\n",
       "   'name': '棠东(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.389744,23.130922',\n",
       "   'address': '21号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []},\n",
       "  {'id': 'BV10014669',\n",
       "   'name': '猎德(地铁站)',\n",
       "   'district': '广东省广州市天河区',\n",
       "   'adcode': '440106',\n",
       "   'location': '113.332105,23.118539',\n",
       "   'address': '5号线',\n",
       "   'typecode': '150500',\n",
       "   'city': []}]}"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def tips(key,keywords=\"地铁站\",city=\"440000\",location=\"113.361200,23.124680\",citylimit=\"true\",datatype=\"all\",sig=None) ->dict:\n",
    "    tips_url = \"https://restapi.amap.com/v3/assistant/inputtips?parameters\"\n",
    "    params = {\n",
    "        \"key\":key_h,\n",
    "        \"keywords\":keywords,\n",
    "        \"city\":city,\n",
    "        \"location\":location,\n",
    "        \"citylimit\":citylimit,\n",
    "        \"datatype\":datatype,\n",
    "        \"sig\":sig,\n",
    "        \"output\":\"json\"\n",
    "    }\n",
    "    response = requests.get(tips_url,params=params)\n",
    "    data = response.json()\n",
    "    return data\n",
    "地铁站 = tips(\"440000\")\n",
    "地铁站"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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